FIFA 19 COMPLETE PLAYERS DATASET

fifa.jfif

INNOMATICS RESEARCH LABS

INTERNSHIP HACKATHON - 2021

DATA STORY

This dataset includes lastest edition FIFA 2019 players attributes like:-

Age, Nationality, Overall, Potential, Club, Value, Wage, Preferred Foot, International Reputation, Weak Foot, Skill Moves, Work Rate, Position, Jersey Number, Joined, Loaned From, Contract Valid Until, Height, Weight, LS, ST, RS, LW, LF, CF, RF, RW, LAM, CAM, RAM, LM, LCM, CM, RCM, RM, LWB, LDM, CDM, RDM, RWB, LB, LCB, CB, RCB, RB, Crossing, Finishing, Heading, Accuracy, ShortPassing, Volleys, Dribbling, Curve, FKAccuracy, LongPassing, BallControl, Acceleration, SprintSpeed, Agility, Reactions, Balance, ShotPower, Jumping, Stamina, Strength, LongShots, Aggression, Interceptions, Positioning, Vision, Penalties, Composure, Marking, StandingTackle, SlidingTackle, GKDiving, GKHandling, GKKicking, GKPositioning, GKReflexes, and Release Clause.

INTRODUCTION

FIFA 19 is a football video game developed by Electronic Arts and released on September 28th, 2018 on platforms such as PC, PlayStation, Xbox. In order to provide a realistic and immersive game experience, Electronic Arts creates digital representations of football players based on their skills in the real world as much as possible. Each football player is rated mostly between 0 and 100 in terms of different features which characterizes their playing skills such as shot power, short passing, tackling skills etc. According to an interview made with Michael Mueller-Moehring who is one of the producers of Electronic Arts in charge of rating players in FIFA games, player abilities are determined by cooperation of a network consisting of more than 9000 data reviewers who are actually coaches, professional scouts and football fans actively visiting stadiums to watch many footballers playing and approximately 300 editors working for Electronic Arts who help Mueller-Moehring to assign rating values for the players in the game by utilizing data reviewers’ feedback and stats in real football matches.

AIM OF PROJECT

The aim of this project is to cluster football players playing in FIFA 19 based on their skills and attributes

Fulfilling this aim to some extent can contribute to the following areas: 1.The football specialists such as managers and scouts in the industry (in the real world) can utilize from this analysis as a first step to find and target new players whose skills and attributes are matched with their expectations. Besides, managers can use similarities within and differences between the segments to form different line ups and tactics. Since the FIFA 19 rating information is generated by the experts in the field based on stats and reviews, the related analyses with this dataset are valid for not only the game but also the real world. 2.Gamers who play FIFA 19 modes such as Career and FUT which are simulations of creating and managing a team can utilize from this analysis to enhance their gaming experience similar to the real world example.

About the Dataset

This dataset contains features of around 18,000 football players. Only numerical attributes are usedfor clustering the data.There are 18207 rows and 89 colomns.

Data Attributes

General Information Features

1.Name: Name of the player 2.Age: Age of the player. 3.Height: Height of the player in inches. 4.Overall: General performance quality and value of the player representing the key positional skills and international reputation rated between 1-99. Overall attribute is used only in preprocessing and discussion stages because using it in modelling could lead to domination by this feature. The aim of the project is not basically sort and categorize the players using their overall talent and international reputation, but to cluster them based on using their whole skillset. 5.Potential: Maximum Overall rating expected to be reached by a player in the top of his career rated between 1-99. 6.PreferredFoot: Right or Left. 7.WeakFoot: Represents how well a player uses his weak foot (e.g. left for righties) rated between 1 to 5. 8.WorkRate: Degree of the effort the player puts in terms of attack and defense rated as low, medium and high. 9.Position: Position of the players on the pitch which determines their roles and responsibilities in the team. Forward positions in the football and FIFA 19 can be grouped as striker (ST: center striker, RS: right striker, LS: left striker), forward (CF: center forward, RF: right forward, LF: left forward) and winger (RW: right winger, LW: left winger). The word, forward, is used both as a general term and a special position. Strikers are positioned in front of forwards and wingers and very closed to the opposing goal. Their main responsibilities are attacking and scoring goals, that’s why their ball control, shooting and finishing skills are expected to be well. Center forwards are positioned right behind the strikers. They are expected to receive balls from the others and score assists to the others or goals. In addition to the skills expected from strikers, they have to be good at passing. Right forwards and left forwards are positioned at the right and left of the center forwards with the same expectations. Wingers are positioned near the touchlines to create chances for strikers and forwards from the right and left side of the field by breakthrough and crosses and to score goals. They are expected to be good at dribbling, acceleration, passing and crossing.

Positions on the pitch:

2021-11-26%20%286%29.png

Positional Skill Features

1.ST: Positional skill. Player’s general ability when playing in ST position rated between 1-99. 2.RS: Positional skill. Player’s general ability when playing in in RS position rated between 1-99. 3.LS: Positional skill. Player’s general ability when playing in in LS position rated between 1-99. 4.CF: Positional skill. Player’s general ability when playing in in CF position rated between 1-99. 5.RF: Positional skill. Player’s general ability when playing in in RF position rated between 1-99. 6.LF: Positional skill. Player’s general ability when playing in in LF position rated between 1-99. 7.RW: Positional skill. Player’s general ability when playing in in RW position rated between 1-99. 8.LW: Positional skill. Player’s general ability when playing in in LW position rated between 1-99.

Playing Skill Features

1.Crossing: Crossing skill of the player rated between 1-99. Cross is a long-range pass from wings to center. 2.Finishing: Finishing skill of the player rated between 1-99. Finishing in football refers to finish an attack by scoring a goal. 3.HeadingAccuracy: Player’s accuracy to pass or shoot by using his head rated between 1-99. 4.ShortPassing: Player’s accuracy for short passes rated between 1-99. 5.LongPassing: Player’s accuracy for long passes rated between 1-99. 6.Dribbling: Dribbling skill of the player rated between 1-99. Dribbling is carrying the ball without losing while moving in one particular direction. 7.SprintSpeed: Speed rate of the player rated between 1-99. 8.Acceleration: Shows how fast a player can reach his maximum sprint speed rated between 1-99. 9.FKAccuracy: Player’s accuracy to score free kick goals rated between 1-99. 10.BallControl: Player’s ability to control the ball rated between 1-99. 11.Balance: Player’s ability to remain steady while running, carrying and controlling the ball rated between 1-99. 12.ShotPower: Player’s strength level of shooting the ball rated between 1-99. 13.Jumping: Player’s jumping skill rated between 1-99. 14.Penalties: Player’s accuracy to score goals from penalty rated between 1-99. 15.Strength: Physical strength of the player rated between 1-99. 16.Agility: Gracefulness and quickness of the player while controlling the ball rated between 1-99. 17.Reactions: Acting speed of the player to what happens in his environment rated between 1-99. 18.Aggression: Aggression level of the player while pushing, pulling and tackling rated between 1-99. 19.Positioning: Player’s ability to place himself in the right position to receive the ball or score goals rated between 1-99. 20.Vision: Player’s mental awareness about the other players in the team for passing rated between 1-99. 21.Volleys: Player’s ability to perform volleys rated between 1-99. 22.LongShots: Player’s accuracy of shoots from long distances rated between 1-99. 23.Stamina: Player’s ability to sustain his stamina level during the match rated between 1-99. Players with lower stamina get tired fast. 24.Composure: Player’s ability to control his calmness and frustration during the match rated between 1-99. 25.Curve: Player’s ability to curve the ball while passing or shooting rated between 1-99. 26.Interceptions: Player’s ability to intercept the ball while opposite team’s players are passing rated between 1-99. It is a defensive skill. 27.StandingTackle: Player’s ability to perform tackle (take the ball from the opposite player) while standing rated between 1-99. It is a defensive skill. 28.SlidingTackle: Player’s ability to perform tackle by sliding rated between 1-99. It is a defensive skill. 29.Marking: Player’s ability to apply strategies to prevent opposing team from taking the ball rated between 1-99. It is a defensive skill.

DESCRIPTION

Football dataset is always an interesting topic to be analysed, as the fans of Football always look for updates, and informations. Football is a champion game loved by every age as it teaches discipline , work ethic, teamwork qualities etc...

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OBJECTIVES

In this hackathon, we are expected to perform the following tasks:

Task 1 - Data Visualization and Data Preparation

Task 2 - K Means

Task 3 - Hierarchical Clustering

Task 4 - DBScan

CONTENTS:

1. Description 2. Learning 3. Package Used 4. Reading the data file 5. Checking shape of data 6. First five records 7. Columns of dataset 8. Summary of dataset 9. Data types of attributes 10. Finding levels of attributes 11. Removing spaces from column 12. Dropping of Unnamed column 13. Finding the missing values 14. Dropping of insignificant columns !5. Conversion of attributes in date type 16. Feature Engineering- Removing special characters from wage,value,release clause, weight 17. Conversion Of height from feet to inches 18. Imputed the missing values with median in the column joined and Contract Valid Until 19. Created new feature Contract_Period by taking the difference of 'Joined_Year' and 'CVU_Year' 20. Handling the columns with operators (+) 21. Imputation of columns consisting operator (+) with median 22. Imputation with median in all numeric columns which are left for imputation 23. Reducing level in Position- DEFENDING, MIDFIELD, ATTACKING,GOALKEEPER 24. Analysed Top 10 Talented players 25. Outliers Detection in few columns of dataset 26. Data Visualisations 27. Clustering 28. Agglomerative clustering 29. K- means clustering 30. DBScan

LET'S GO..................

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IMPORT LIBRARIES

In [192]:
import os 
import pandas as pd
import numpy as np
import seaborn as sns 
import matplotlib.pyplot as plt
import scipy as sp
import re
import os
import time
%matplotlib inline
from sklearn.cluster import KMeans
from sklearn.preprocessing  import scale
import warnings
warnings.filterwarnings('ignore')

LOADING THE DATA

In [193]:
data = pd.read_csv('football_data.csv')

CHECK THE SHAPE

In [194]:
data.shape
Out[194]:
(18207, 89)

See the first five records

In [195]:
data.head()
Out[195]:
Unnamed: 0 ID Name Age Photo Nationality Flag Overall Potential Club Club Logo Value Wage Special Preferred Foot International Reputation Weak Foot Skill Moves Work Rate Body Type Real Face Position Jersey Number Joined Loaned From Contract Valid Until Height Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes Release Clause
0 0 158023 L. Messi 31 https://cdn.sofifa.org/players/4/19/158023.png Argentina https://cdn.sofifa.org/flags/52.png 94 94 FC Barcelona https://cdn.sofifa.org/teams/2/light/241.png €110.5M €565K 2202 Left 5.0 4.0 4.0 Medium/ Medium Messi Yes RF 10.0 Jul 1, 2004 NaN 2021 5'7 159lbs 88+2 88+2 88+2 92+2 93+2 93+2 93+2 92+2 93+2 93+2 93+2 91+2 84+2 84+2 84+2 91+2 64+2 61+2 61+2 61+2 64+2 59+2 47+2 47+2 47+2 59+2 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 €226.5M
1 1 20801 Cristiano Ronaldo 33 https://cdn.sofifa.org/players/4/19/20801.png Portugal https://cdn.sofifa.org/flags/38.png 94 94 Juventus https://cdn.sofifa.org/teams/2/light/45.png €77M €405K 2228 Right 5.0 4.0 5.0 High/ Low C. Ronaldo Yes ST 7.0 Jul 10, 2018 NaN 2022 6'2 183lbs 91+3 91+3 91+3 89+3 90+3 90+3 90+3 89+3 88+3 88+3 88+3 88+3 81+3 81+3 81+3 88+3 65+3 61+3 61+3 61+3 65+3 61+3 53+3 53+3 53+3 61+3 84.0 94.0 89.0 81.0 87.0 88.0 81.0 76.0 77.0 94.0 89.0 91.0 87.0 96.0 70.0 95.0 95.0 88.0 79.0 93.0 63.0 29.0 95.0 82.0 85.0 95.0 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 €127.1M
2 2 190871 Neymar Jr 26 https://cdn.sofifa.org/players/4/19/190871.png Brazil https://cdn.sofifa.org/flags/54.png 92 93 Paris Saint-Germain https://cdn.sofifa.org/teams/2/light/73.png €118.5M €290K 2143 Right 5.0 5.0 5.0 High/ Medium Neymar Yes LW 10.0 Aug 3, 2017 NaN 2022 5'9 150lbs 84+3 84+3 84+3 89+3 89+3 89+3 89+3 89+3 89+3 89+3 89+3 88+3 81+3 81+3 81+3 88+3 65+3 60+3 60+3 60+3 65+3 60+3 47+3 47+3 47+3 60+3 79.0 87.0 62.0 84.0 84.0 96.0 88.0 87.0 78.0 95.0 94.0 90.0 96.0 94.0 84.0 80.0 61.0 81.0 49.0 82.0 56.0 36.0 89.0 87.0 81.0 94.0 27.0 24.0 33.0 9.0 9.0 15.0 15.0 11.0 €228.1M
3 3 193080 De Gea 27 https://cdn.sofifa.org/players/4/19/193080.png Spain https://cdn.sofifa.org/flags/45.png 91 93 Manchester United https://cdn.sofifa.org/teams/2/light/11.png €72M €260K 1471 Right 4.0 3.0 1.0 Medium/ Medium Lean Yes GK 1.0 Jul 1, 2011 NaN 2020 6'4 168lbs NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 17.0 13.0 21.0 50.0 13.0 18.0 21.0 19.0 51.0 42.0 57.0 58.0 60.0 90.0 43.0 31.0 67.0 43.0 64.0 12.0 38.0 30.0 12.0 68.0 40.0 68.0 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 €138.6M
4 4 192985 K. De Bruyne 27 https://cdn.sofifa.org/players/4/19/192985.png Belgium https://cdn.sofifa.org/flags/7.png 91 92 Manchester City https://cdn.sofifa.org/teams/2/light/10.png €102M €355K 2281 Right 4.0 5.0 4.0 High/ High Normal Yes RCM 7.0 Aug 30, 2015 NaN 2023 5'11 154lbs 82+3 82+3 82+3 87+3 87+3 87+3 87+3 87+3 88+3 88+3 88+3 88+3 87+3 87+3 87+3 88+3 77+3 77+3 77+3 77+3 77+3 73+3 66+3 66+3 66+3 73+3 93.0 82.0 55.0 92.0 82.0 86.0 85.0 83.0 91.0 91.0 78.0 76.0 79.0 91.0 77.0 91.0 63.0 90.0 75.0 91.0 76.0 61.0 87.0 94.0 79.0 88.0 68.0 58.0 51.0 15.0 13.0 5.0 10.0 13.0 €196.4M

Columns Of The dataset

In [196]:
data.columns
Out[196]:
Index(['Unnamed: 0', 'ID', 'Name', 'Age', 'Photo', 'Nationality', 'Flag', 'Overall', 'Potential', 'Club', 'Club Logo', 'Value', 'Wage', 'Special', 'Preferred Foot', 'International Reputation', 'Weak Foot', 'Skill Moves', 'Work Rate', 'Body Type', 'Real Face', 'Position', 'Jersey Number', 'Joined', 'Loaned From', 'Contract Valid Until', 'Height', 'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW', 'LAM', 'CAM', 'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM', 'CDM', 'RDM', 'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing', 'Finishing', 'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve', 'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration', 'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower', 'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression', 'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure', 'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling', 'GKKicking', 'GKPositioning', 'GKReflexes',
       'Release Clause'],
      dtype='object')

Check The Summary

In [197]:
data.describe()
Out[197]:
Unnamed: 0 ID Age Overall Potential Special International Reputation Weak Foot Skill Moves Jersey Number Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes
count 18207.000000 18207.000000 18207.000000 18207.000000 18207.000000 18207.000000 18159.000000 18159.000000 18159.000000 18147.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000 18159.000000
mean 9103.000000 214298.338606 25.122206 66.238699 71.307299 1597.809908 1.113222 2.947299 2.361308 19.546096 49.734181 45.550911 52.298144 58.686712 42.909026 55.371001 47.170824 42.863153 52.711933 58.369459 64.614076 64.726967 63.503607 61.836610 63.966573 55.460047 65.089432 63.219946 65.311967 47.109973 55.868991 46.698276 49.958478 53.400903 48.548598 58.648274 47.281623 47.697836 45.661435 16.616223 16.391596 16.232061 16.388898 16.710887
std 5256.052511 29965.244204 4.669943 6.908930 6.136496 272.586016 0.394031 0.660456 0.756164 15.947765 18.364524 19.525820 17.379909 14.699495 17.694408 18.910371 18.395264 17.478763 15.327870 16.686595 14.927780 14.649953 14.766049 9.010464 14.136166 17.237958 11.820044 15.894741 12.557000 19.260524 17.367967 20.696909 19.529036 14.146881 15.704053 11.436133 19.904397 21.664004 21.289135 17.695349 16.906900 16.502864 17.034669 17.955119
min 0.000000 16.000000 16.000000 46.000000 48.000000 731.000000 1.000000 1.000000 1.000000 1.000000 5.000000 2.000000 4.000000 7.000000 4.000000 4.000000 6.000000 3.000000 9.000000 5.000000 12.000000 12.000000 14.000000 21.000000 16.000000 2.000000 15.000000 12.000000 17.000000 3.000000 11.000000 3.000000 2.000000 10.000000 5.000000 3.000000 3.000000 2.000000 3.000000 1.000000 1.000000 1.000000 1.000000 1.000000
25% 4551.500000 200315.500000 21.000000 62.000000 67.000000 1457.000000 1.000000 3.000000 2.000000 8.000000 38.000000 30.000000 44.000000 54.000000 30.000000 49.000000 34.000000 31.000000 43.000000 54.000000 57.000000 57.000000 55.000000 56.000000 56.000000 45.000000 58.000000 56.000000 58.000000 33.000000 44.000000 26.000000 38.000000 44.000000 39.000000 51.000000 30.000000 27.000000 24.000000 8.000000 8.000000 8.000000 8.000000 8.000000
50% 9103.000000 221759.000000 25.000000 66.000000 71.000000 1635.000000 1.000000 3.000000 2.000000 17.000000 54.000000 49.000000 56.000000 62.000000 44.000000 61.000000 48.000000 41.000000 56.000000 63.000000 67.000000 67.000000 66.000000 62.000000 66.000000 59.000000 66.000000 66.000000 67.000000 51.000000 59.000000 52.000000 55.000000 55.000000 49.000000 60.000000 53.000000 55.000000 52.000000 11.000000 11.000000 11.000000 11.000000 11.000000
75% 13654.500000 236529.500000 28.000000 71.000000 75.000000 1787.000000 1.000000 3.000000 3.000000 26.000000 64.000000 62.000000 64.000000 68.000000 57.000000 68.000000 62.000000 57.000000 64.000000 69.000000 75.000000 75.000000 74.000000 68.000000 74.000000 68.000000 73.000000 74.000000 74.000000 62.000000 69.000000 64.000000 64.000000 64.000000 60.000000 67.000000 64.000000 66.000000 64.000000 14.000000 14.000000 14.000000 14.000000 14.000000
max 18206.000000 246620.000000 45.000000 94.000000 95.000000 2346.000000 5.000000 5.000000 5.000000 99.000000 93.000000 95.000000 94.000000 93.000000 90.000000 97.000000 94.000000 94.000000 93.000000 96.000000 97.000000 96.000000 96.000000 96.000000 96.000000 95.000000 95.000000 96.000000 97.000000 94.000000 95.000000 92.000000 95.000000 94.000000 92.000000 96.000000 94.000000 93.000000 91.000000 90.000000 92.000000 91.000000 90.000000 94.000000

Display data type

In [198]:
pd.set_option('display.max_rows', None)
In [199]:
data.dtypes
Out[199]:
Unnamed: 0                    int64
ID                            int64
Name                         object
Age                           int64
Photo                        object
Nationality                  object
Flag                         object
Overall                       int64
Potential                     int64
Club                         object
Club Logo                    object
Value                        object
Wage                         object
Special                       int64
Preferred Foot               object
International Reputation    float64
Weak Foot                   float64
Skill Moves                 float64
Work Rate                    object
Body Type                    object
Real Face                    object
Position                     object
Jersey Number               float64
Joined                       object
Loaned From                  object
Contract Valid Until         object
Height                       object
Weight                       object
LS                           object
ST                           object
RS                           object
LW                           object
LF                           object
CF                           object
RF                           object
RW                           object
LAM                          object
CAM                          object
RAM                          object
LM                           object
LCM                          object
CM                           object
RCM                          object
RM                           object
LWB                          object
LDM                          object
CDM                          object
RDM                          object
RWB                          object
LB                           object
LCB                          object
CB                           object
RCB                          object
RB                           object
Crossing                    float64
Finishing                   float64
HeadingAccuracy             float64
ShortPassing                float64
Volleys                     float64
Dribbling                   float64
Curve                       float64
FKAccuracy                  float64
LongPassing                 float64
BallControl                 float64
Acceleration                float64
SprintSpeed                 float64
Agility                     float64
Reactions                   float64
Balance                     float64
ShotPower                   float64
Jumping                     float64
Stamina                     float64
Strength                    float64
LongShots                   float64
Aggression                  float64
Interceptions               float64
Positioning                 float64
Vision                      float64
Penalties                   float64
Composure                   float64
Marking                     float64
StandingTackle              float64
SlidingTackle               float64
GKDiving                    float64
GKHandling                  float64
GKKicking                   float64
GKPositioning               float64
GKReflexes                  float64
Release Clause               object
dtype: object

Finding the levels of attributes

In [200]:
data.nunique()
Out[200]:
Unnamed: 0                  18207
ID                          18207
Name                        17194
Age                            29
Photo                       18207
Nationality                   164
Flag                          164
Overall                        48
Potential                      47
Club                          651
Club Logo                     679
Value                         217
Wage                          144
Special                      1422
Preferred Foot                  2
International Reputation        5
Weak Foot                       5
Skill Moves                     5
Work Rate                       9
Body Type                      10
Real Face                       2
Position                       27
Jersey Number                  99
Joined                       1736
Loaned From                   341
Contract Valid Until           36
Height                         21
Weight                         57
LS                             93
ST                             93
RS                             93
LW                            105
LF                            102
CF                            102
RF                            102
RW                            105
LAM                           101
CAM                           101
RAM                           101
LM                            100
LCM                            92
CM                             92
RCM                            92
RM                            100
LWB                            95
LDM                            99
CDM                            99
RDM                            99
RWB                            95
LB                             98
LCB                           108
CB                            108
RCB                           108
RB                             98
Crossing                       89
Finishing                      93
HeadingAccuracy                91
ShortPassing                   85
Volleys                        87
Dribbling                      94
Curve                          89
FKAccuracy                     90
LongPassing                    84
BallControl                    90
Acceleration                   86
SprintSpeed                    85
Agility                        81
Reactions                      68
Balance                        81
ShotPower                      92
Jumping                        74
Stamina                        85
Strength                       74
LongShots                      92
Aggression                     85
Interceptions                  89
Positioning                    94
Vision                         85
Penalties                      87
Composure                      84
Marking                        92
StandingTackle                 90
SlidingTackle                  88
GKDiving                       71
GKHandling                     70
GKKicking                      79
GKPositioning                  79
GKReflexes                     76
Release Clause               1244
dtype: int64

Removing spaces from columns

In [201]:
data.columns = [c.replace(' ', '') for c in data.columns]
In [202]:
data.columns
Out[202]:
Index(['Unnamed:0', 'ID', 'Name', 'Age', 'Photo', 'Nationality', 'Flag', 'Overall', 'Potential', 'Club', 'ClubLogo', 'Value', 'Wage', 'Special', 'PreferredFoot', 'InternationalReputation', 'WeakFoot', 'SkillMoves', 'WorkRate', 'BodyType', 'RealFace', 'Position', 'JerseyNumber', 'Joined', 'LoanedFrom', 'ContractValidUntil', 'Height', 'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW', 'LAM', 'CAM', 'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM', 'CDM', 'RDM', 'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing', 'Finishing', 'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve', 'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration', 'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower', 'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression', 'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure', 'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling', 'GKKicking', 'GKPositioning', 'GKReflexes', 'ReleaseClause'], dtype='object')

Dropping the unnamed column

In [203]:
data.drop("Unnamed:0",axis=1,inplace=True)
data.head()
Out[203]:
ID Name Age Photo Nationality Flag Overall Potential Club ClubLogo Value Wage Special PreferredFoot InternationalReputation WeakFoot SkillMoves WorkRate BodyType RealFace Position JerseyNumber Joined LoanedFrom ContractValidUntil Height Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause
0 158023 L. Messi 31 https://cdn.sofifa.org/players/4/19/158023.png Argentina https://cdn.sofifa.org/flags/52.png 94 94 FC Barcelona https://cdn.sofifa.org/teams/2/light/241.png €110.5M €565K 2202 Left 5.0 4.0 4.0 Medium/ Medium Messi Yes RF 10.0 Jul 1, 2004 NaN 2021 5'7 159lbs 88+2 88+2 88+2 92+2 93+2 93+2 93+2 92+2 93+2 93+2 93+2 91+2 84+2 84+2 84+2 91+2 64+2 61+2 61+2 61+2 64+2 59+2 47+2 47+2 47+2 59+2 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 €226.5M
1 20801 Cristiano Ronaldo 33 https://cdn.sofifa.org/players/4/19/20801.png Portugal https://cdn.sofifa.org/flags/38.png 94 94 Juventus https://cdn.sofifa.org/teams/2/light/45.png €77M €405K 2228 Right 5.0 4.0 5.0 High/ Low C. Ronaldo Yes ST 7.0 Jul 10, 2018 NaN 2022 6'2 183lbs 91+3 91+3 91+3 89+3 90+3 90+3 90+3 89+3 88+3 88+3 88+3 88+3 81+3 81+3 81+3 88+3 65+3 61+3 61+3 61+3 65+3 61+3 53+3 53+3 53+3 61+3 84.0 94.0 89.0 81.0 87.0 88.0 81.0 76.0 77.0 94.0 89.0 91.0 87.0 96.0 70.0 95.0 95.0 88.0 79.0 93.0 63.0 29.0 95.0 82.0 85.0 95.0 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 €127.1M
2 190871 Neymar Jr 26 https://cdn.sofifa.org/players/4/19/190871.png Brazil https://cdn.sofifa.org/flags/54.png 92 93 Paris Saint-Germain https://cdn.sofifa.org/teams/2/light/73.png €118.5M €290K 2143 Right 5.0 5.0 5.0 High/ Medium Neymar Yes LW 10.0 Aug 3, 2017 NaN 2022 5'9 150lbs 84+3 84+3 84+3 89+3 89+3 89+3 89+3 89+3 89+3 89+3 89+3 88+3 81+3 81+3 81+3 88+3 65+3 60+3 60+3 60+3 65+3 60+3 47+3 47+3 47+3 60+3 79.0 87.0 62.0 84.0 84.0 96.0 88.0 87.0 78.0 95.0 94.0 90.0 96.0 94.0 84.0 80.0 61.0 81.0 49.0 82.0 56.0 36.0 89.0 87.0 81.0 94.0 27.0 24.0 33.0 9.0 9.0 15.0 15.0 11.0 €228.1M
3 193080 De Gea 27 https://cdn.sofifa.org/players/4/19/193080.png Spain https://cdn.sofifa.org/flags/45.png 91 93 Manchester United https://cdn.sofifa.org/teams/2/light/11.png €72M €260K 1471 Right 4.0 3.0 1.0 Medium/ Medium Lean Yes GK 1.0 Jul 1, 2011 NaN 2020 6'4 168lbs NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 17.0 13.0 21.0 50.0 13.0 18.0 21.0 19.0 51.0 42.0 57.0 58.0 60.0 90.0 43.0 31.0 67.0 43.0 64.0 12.0 38.0 30.0 12.0 68.0 40.0 68.0 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 €138.6M
4 192985 K. De Bruyne 27 https://cdn.sofifa.org/players/4/19/192985.png Belgium https://cdn.sofifa.org/flags/7.png 91 92 Manchester City https://cdn.sofifa.org/teams/2/light/10.png €102M €355K 2281 Right 4.0 5.0 4.0 High/ High Normal Yes RCM 7.0 Aug 30, 2015 NaN 2023 5'11 154lbs 82+3 82+3 82+3 87+3 87+3 87+3 87+3 87+3 88+3 88+3 88+3 88+3 87+3 87+3 87+3 88+3 77+3 77+3 77+3 77+3 77+3 73+3 66+3 66+3 66+3 73+3 93.0 82.0 55.0 92.0 82.0 86.0 85.0 83.0 91.0 91.0 78.0 76.0 79.0 91.0 77.0 91.0 63.0 90.0 75.0 91.0 76.0 61.0 87.0 94.0 79.0 88.0 68.0 58.0 51.0 15.0 13.0 5.0 10.0 13.0 €196.4M

Finding the missing values

In [204]:
data.isnull().sum()
Out[204]:
ID                             0
Name                           0
Age                            0
Photo                          0
Nationality                    0
Flag                           0
Overall                        0
Potential                      0
Club                         241
ClubLogo                       0
Value                          0
Wage                           0
Special                        0
PreferredFoot                 48
InternationalReputation       48
WeakFoot                      48
SkillMoves                    48
WorkRate                      48
BodyType                      48
RealFace                      48
Position                      60
JerseyNumber                  60
Joined                      1553
LoanedFrom                 16943
ContractValidUntil           289
Height                        48
Weight                        48
LS                          2085
ST                          2085
RS                          2085
LW                          2085
LF                          2085
CF                          2085
RF                          2085
RW                          2085
LAM                         2085
CAM                         2085
RAM                         2085
LM                          2085
LCM                         2085
CM                          2085
RCM                         2085
RM                          2085
LWB                         2085
LDM                         2085
CDM                         2085
RDM                         2085
RWB                         2085
LB                          2085
LCB                         2085
CB                          2085
RCB                         2085
RB                          2085
Crossing                      48
Finishing                     48
HeadingAccuracy               48
ShortPassing                  48
Volleys                       48
Dribbling                     48
Curve                         48
FKAccuracy                    48
LongPassing                   48
BallControl                   48
Acceleration                  48
SprintSpeed                   48
Agility                       48
Reactions                     48
Balance                       48
ShotPower                     48
Jumping                       48
Stamina                       48
Strength                      48
LongShots                     48
Aggression                    48
Interceptions                 48
Positioning                   48
Vision                        48
Penalties                     48
Composure                     48
Marking                       48
StandingTackle                48
SlidingTackle                 48
GKDiving                      48
GKHandling                    48
GKKicking                     48
GKPositioning                 48
GKReflexes                    48
ReleaseClause               1564
dtype: int64

Dropping of insignificant columns

In [205]:
data.drop(['Photo','Flag','JerseyNumber','ClubLogo','LoanedFrom'], inplace=True,axis=1)
In [206]:
data.columns
Out[206]:
Index(['ID', 'Name', 'Age', 'Nationality', 'Overall', 'Potential', 'Club', 'Value', 'Wage', 'Special', 'PreferredFoot', 'InternationalReputation', 'WeakFoot', 'SkillMoves', 'WorkRate', 'BodyType', 'RealFace', 'Position', 'Joined', 'ContractValidUntil', 'Height', 'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW', 'LAM', 'CAM', 'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM', 'CDM', 'RDM', 'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing', 'Finishing', 'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve', 'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration', 'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower', 'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression', 'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure', 'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling', 'GKKicking', 'GKPositioning', 'GKReflexes', 'ReleaseClause'], dtype='object')

Convert all attribute to appropriate type

Conversion of date time atributes to their proper data type

In [207]:
data['Joined'] = data['Joined'].astype('datetime64[ns]')
data['ContractValidUntil'] = data['ContractValidUntil'].astype('datetime64[ns]')
data.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 18207 entries, 0 to 18206
Data columns (total 83 columns):
ID                         18207 non-null int64
Name                       18207 non-null object
Age                        18207 non-null int64
Nationality                18207 non-null object
Overall                    18207 non-null int64
Potential                  18207 non-null int64
Club                       17966 non-null object
Value                      18207 non-null object
Wage                       18207 non-null object
Special                    18207 non-null int64
PreferredFoot              18159 non-null object
InternationalReputation    18159 non-null float64
WeakFoot                   18159 non-null float64
SkillMoves                 18159 non-null float64
WorkRate                   18159 non-null object
BodyType                   18159 non-null object
RealFace                   18159 non-null object
Position                   18147 non-null object
Joined                     16654 non-null datetime64[ns]
ContractValidUntil         17918 non-null datetime64[ns]
Height                     18159 non-null object
Weight                     18159 non-null object
LS                         16122 non-null object
ST                         16122 non-null object
RS                         16122 non-null object
LW                         16122 non-null object
LF                         16122 non-null object
CF                         16122 non-null object
RF                         16122 non-null object
RW                         16122 non-null object
LAM                        16122 non-null object
CAM                        16122 non-null object
RAM                        16122 non-null object
LM                         16122 non-null object
LCM                        16122 non-null object
CM                         16122 non-null object
RCM                        16122 non-null object
RM                         16122 non-null object
LWB                        16122 non-null object
LDM                        16122 non-null object
CDM                        16122 non-null object
RDM                        16122 non-null object
RWB                        16122 non-null object
LB                         16122 non-null object
LCB                        16122 non-null object
CB                         16122 non-null object
RCB                        16122 non-null object
RB                         16122 non-null object
Crossing                   18159 non-null float64
Finishing                  18159 non-null float64
HeadingAccuracy            18159 non-null float64
ShortPassing               18159 non-null float64
Volleys                    18159 non-null float64
Dribbling                  18159 non-null float64
Curve                      18159 non-null float64
FKAccuracy                 18159 non-null float64
LongPassing                18159 non-null float64
BallControl                18159 non-null float64
Acceleration               18159 non-null float64
SprintSpeed                18159 non-null float64
Agility                    18159 non-null float64
Reactions                  18159 non-null float64
Balance                    18159 non-null float64
ShotPower                  18159 non-null float64
Jumping                    18159 non-null float64
Stamina                    18159 non-null float64
Strength                   18159 non-null float64
LongShots                  18159 non-null float64
Aggression                 18159 non-null float64
Interceptions              18159 non-null float64
Positioning                18159 non-null float64
Vision                     18159 non-null float64
Penalties                  18159 non-null float64
Composure                  18159 non-null float64
Marking                    18159 non-null float64
StandingTackle             18159 non-null float64
SlidingTackle              18159 non-null float64
GKDiving                   18159 non-null float64
GKHandling                 18159 non-null float64
GKKicking                  18159 non-null float64
GKPositioning              18159 non-null float64
GKReflexes                 18159 non-null float64
ReleaseClause              16643 non-null object
dtypes: datetime64[ns](2), float64(37), int64(5), object(39)
memory usage: 11.5+ MB

Feature Engineering

Some Analysis and Findings on Wage:

1.Wage is in String Data type. 2.Some Wage values is in form €amountK (Starting with € and end with K) 3.All the values are not having K at the end. 4.So at first we have to remove € and K and transform Wedge value into numeric value.
In [208]:
data["Wage"].head()
Out[208]:
0    €565K
1    €405K
2    €290K
3    €260K
4    €355K
Name: Wage, dtype: object

Let us remove € and K

In [209]:
data.Wage = data.Wage.str.replace("€","")
data.Wage = data.Wage.str.replace("K","").astype("float")
data.Wage.head() 
Out[209]:
0    565.0
1    405.0
2    290.0
3    260.0
4    355.0
Name: Wage, dtype: float64

Some Analysis and Findings on ReleaseClause

1.ReleaseClause is in String Data type. 2.Some ReleaseClause values is in form €amountK or €amountM (Starting with € and end with K or Starting with € and end M) 3.All the values are not having K or M at the end. 4.So at first we have to remove €, K and M and transform value into numeric value.
In [210]:
data["ReleaseClause"].head()
Out[210]:
0    €226.5M
1    €127.1M
2    €228.1M
3    €138.6M
4    €196.4M
Name: ReleaseClause, dtype: object

Let us remove €, M and K

In [211]:
data.ReleaseClause = data.ReleaseClause.str.replace("€","")
data.ReleaseClause = data.ReleaseClause.str.replace("K","").astype("object")
data.ReleaseClause = data.ReleaseClause.str.replace("M","").astype("object")
data.ReleaseClause.head() 
Out[211]:
0    226.5
1    127.1
2    228.1
3    138.6
4    196.4
Name: ReleaseClause, dtype: object

Some Analysis and Findings on Value

1.Value is in String Data type. 2.Some values is in form €amountK or €amountM (Starting with € and end with K or Starting with € and end M) 3.All the values are not having K or M at the end. 4.So at first we have to remove €, K and M and transform value into numeric value.
In [212]:
data["Value"].head()
Out[212]:
0    €110.5M
1       €77M
2    €118.5M
3       €72M
4      €102M
Name: Value, dtype: object

Let us remove €, M and K

In [213]:
data.Value = data.Value.str.replace("€","")
data.Value = data.Value.str.replace("K","").astype("object")
data.Value = data.Value.str.replace("M","").astype("object")
data.Value.head() 
Out[213]:
0    110.5
1       77
2    118.5
3       72
4      102
Name: Value, dtype: object

Some Analysis and Findings on Weight

1.Weight is in String Data type. 2.Values is in form lbs (Starting with number and end with lbs) 3.So at first we have to remove lbs.
In [214]:
data["Weight"].head()
Out[214]:
0    159lbs
1    183lbs
2    150lbs
3    168lbs
4    154lbs
Name: Weight, dtype: object

Let us remove lbs

In [215]:
data.Weight = data.Weight.str.replace("lbs","")
data.Weight.head() 
Out[215]:
0    159
1    183
2    150
3    168
4    154
Name: Weight, dtype: object
In [216]:
data.Height.value_counts()
Out[216]:
6'0     2881
5'10    2479
5'9     2238
5'11    2159
6'2     2015
6'1     1908
6'3      990
5'8      946
5'7      905
6'4      749
5'6      316
6'5      246
5'5      145
6'6       93
5'4       30
6'7       21
5'3       18
6'8       10
5'2        5
5'1        3
6'9        2
Name: Height, dtype: int64
In [217]:
miss_height = data[data['Height'].isnull()].index.tolist()
miss_weight = data[data['Weight'].isnull()].index.tolist()

print(miss_height)

#check if the dataset contain the completly empty rows 
if miss_height == miss_weight:
    print('Yes,empty rows exist😐😐')
else:
    print('Not found 😃😃')
[13236, 13237, 13238, 13239, 13240, 13241, 13242, 13243, 13244, 13245, 13246, 13247, 13248, 13249, 13250, 13251, 13252, 13253, 13254, 13255, 13256, 13257, 13258, 13259, 13260, 13261, 13262, 13263, 13264, 13265, 13266, 13267, 13268, 13269, 13270, 13271, 13272, 13273, 13274, 13275, 13276, 13277, 13278, 13279, 13280, 13281, 13282, 13283]
Yes,empty rows exist😐😐
In [218]:
print(miss_weight)
[13236, 13237, 13238, 13239, 13240, 13241, 13242, 13243, 13244, 13245, 13246, 13247, 13248, 13249, 13250, 13251, 13252, 13253, 13254, 13255, 13256, 13257, 13258, 13259, 13260, 13261, 13262, 13263, 13264, 13265, 13266, 13267, 13268, 13269, 13270, 13271, 13272, 13273, 13274, 13275, 13276, 13277, 13278, 13279, 13280, 13281, 13282, 13283]

Dropping the rows with missing values in height

In [219]:
#lets remove them 
data.drop(data.index[miss_height],inplace=True)

Conversion of height from feet to inches

In [220]:
def parse_ht(ht):
    # format: 7' 0.0"
    ht_ = ht.split("'")
    ft_ = float(ht_[0])
    #in_ = float(ht_[1].replace("\"",""))
    in_ = float(ht_[1])
    return (12*ft_) + in_
In [221]:
data['Height'] = data["Height"].apply(lambda x:parse_ht(x)).astype('int64')
data.rename(columns={'Height': 'Height in inches'}, inplace=True)
print(data['Height in inches'])
0        67
1        74
2        69
3        76
4        71
5        68
6        68
7        72
8        72
9        74
10       72
11       72
12       74
13       68
14       66
15       70
16       74
17       69
18       74
19       78
20       74
21       73
22       76
23       68
24       74
25       70
26       69
27       73
28       71
29       64
30       69
31       71
32       68
33       74
34       75
35       69
36       73
37       74
38       73
39       72
40       76
41       76
42       72
43       71
44       74
45       76
46       73
47       75
48       73
49       67
50       67
51       74
52       72
53       72
54       76
55       72
56       68
57       74
58       69
59       76
60       67
61       71
62       75
63       65
64       71
65       68
66       73
67       69
68       71
69       70
70       75
71       73
72       70
73       74
74       71
75       70
76       67
77       74
78       75
79       72
80       68
81       75
82       69
83       72
84       70
85       71
86       69
87       69
88       74
89       72
90       72
91       72
92       77
93       67
94       69
95       76
96       71
97       73
98       76
99       74
100      74
101      69
102      78
103      71
104      73
105      73
106      72
107      75
108      74
109      77
110      74
111      73
112      71
113      74
114      70
115      77
116      72
117      74
118      74
119      72
120      74
121      71
122      70
123      68
124      69
125      72
126      72
127      74
128      74
129      70
130      69
131      75
132      76
133      76
134      70
135      72
136      71
137      70
138      71
139      75
140      69
141      74
142      69
143      74
144      69
145      71
146      73
147      74
148      70
149      74
150      75
151      65
152      74
153      69
154      71
155      70
156      69
157      70
158      73
159      74
160      74
161      68
162      71
163      67
164      70
165      77
166      75
167      71
168      76
169      74
170      69
171      71
172      68
173      71
174      71
175      75
176      69
177      73
178      70
179      69
180      73
181      74
182      74
183      69
184      74
185      69
186      69
187      74
188      71
189      76
190      69
191      76
192      70
193      72
194      70
195      70
196      75
197      74
198      69
199      70
200      74
201      75
202      75
203      73
204      77
205      70
206      74
207      74
208      68
209      74
210      78
211      67
212      75
213      75
214      72
215      76
216      73
217      70
218      73
219      70
220      73
221      67
222      75
223      72
224      74
225      77
226      74
227      75
228      67
229      77
230      69
231      71
232      75
233      68
234      70
235      66
236      68
237      74
238      72
239      73
240      70
241      70
242      71
243      73
244      73
245      75
246      72
247      72
248      74
249      73
250      67
251      70
252      71
253      70
254      69
255      73
256      68
257      75
258      68
259      76
260      75
261      77
262      74
263      69
264      74
265      74
266      73
267      67
268      72
269      69
270      71
271      72
272      67
273      72
274      77
275      74
276      74
277      73
278      72
279      78
280      69
281      72
282      74
283      67
284      71
285      74
286      68
287      77
288      69
289      72
290      70
291      74
292      73
293      64
294      76
295      68
296      72
297      71
298      72
299      72
300      75
301      76
302      69
303      77
304      76
305      74
306      67
307      74
308      76
309      76
310      77
311      73
312      74
313      70
314      68
315      69
316      72
317      77
318      73
319      73
320      67
321      70
322      74
323      71
324      70
325      70
326      74
327      73
328      70
329      69
330      71
331      67
332      67
333      71
334      73
335      67
336      74
337      70
338      76
339      72
340      71
341      69
342      67
343      67
344      72
345      67
346      71
347      71
348      72
349      74
350      73
351      70
352      73
353      75
354      71
355      69
356      72
357      73
358      72
359      73
360      75
361      70
362      69
363      73
364      73
365      71
366      67
367      67
368      74
369      67
370      67
371      68
372      77
373      76
374      72
375      68
376      70
377      76
378      71
379      69
380      66
381      74
382      71
383      73
384      70
385      75
386      74
387      74
388      73
389      66
390      72
391      73
392      72
393      71
394      71
395      72
396      69
397      70
398      73
399      71
400      75
401      67
402      69
403      71
404      72
405      69
406      72
407      69
408      70
409      69
410      74
411      70
412      73
413      74
414      71
415      69
416      71
417      69
418      69
419      70
420      70
421      71
422      74
423      73
424      73
425      72
426      74
427      69
428      68
429      71
430      71
431      74
432      74
433      74
434      74
435      70
436      68
437      71
438      74
439      74
440      69
441      71
442      72
443      68
444      74
445      67
446      71
447      73
448      72
449      70
450      74
451      75
452      71
453      71
454      71
455      75
456      75
457      65
458      67
459      70
460      73
461      72
462      74
463      79
464      70
465      72
466      77
467      78
468      76
469      70
470      74
471      72
472      73
473      70
474      71
475      70
476      73
477      70
478      72
479      70
480      72
481      69
482      69
483      76
484      73
485      71
486      75
487      69
488      73
489      71
490      71
491      72
492      72
493      75
494      71
495      74
496      72
497      71
498      69
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17410    68
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17418    68
17419    75
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17900    69
17901    73
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17904    71
17905    75
17906    67
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17910    74
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17917    70
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17920    80
17921    65
17922    71
17923    71
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17925    73
17926    70
17927    81
17928    63
17929    73
17930    69
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17989    68
17990    70
17991    73
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17994    70
17995    69
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17999    69
18000    72
18001    69
18002    70
18003    71
18004    71
18005    73
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18008    68
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18010    70
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18012    69
18013    75
18014    76
18015    73
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18019    71
18020    70
18021    70
18022    72
18023    69
18024    72
18025    73
18026    70
18027    72
18028    70
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18030    73
18031    67
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18033    70
18034    71
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18036    67
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18038    69
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18042    69
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18055    69
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18060    67
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18083    74
18084    69
18085    72
18086    72
18087    68
18088    68
18089    67
18090    72
18091    70
18092    69
18093    73
18094    65
18095    72
18096    73
18097    76
18098    70
18099    70
18100    70
18101    72
18102    69
18103    74
18104    76
18105    69
18106    70
18107    73
18108    70
18109    71
18110    73
18111    72
18112    74
18113    71
18114    72
18115    74
18116    70
18117    72
18118    68
18119    69
18120    70
18121    72
18122    72
18123    67
18124    70
18125    76
18126    73
18127    75
18128    73
18129    72
18130    67
18131    71
18132    69
18133    72
18134    72
18135    69
18136    74
18137    72
18138    72
18139    72
18140    70
18141    72
18142    69
18143    71
18144    67
18145    75
18146    71
18147    75
18148    73
18149    74
18150    70
18151    70
18152    70
18153    69
18154    70
18155    74
18156    70
18157    70
18158    77
18159    66
18160    76
18161    73
18162    71
18163    72
18164    73
18165    70
18166    70
18167    72
18168    68
18169    69
18170    71
18171    69
18172    74
18173    67
18174    73
18175    68
18176    71
18177    70
18178    72
18179    74
18180    73
18181    71
18182    70
18183    74
18184    73
18185    71
18186    70
18187    70
18188    70
18189    70
18190    69
18191    71
18192    73
18193    68
18194    75
18195    68
18196    67
18197    70
18198    71
18199    66
18200    69
18201    73
18202    69
18203    75
18204    68
18205    70
18206    70
Name: Height in inches, dtype: int64
In [222]:
data.dtypes
Out[222]:
ID                                  int64
Name                               object
Age                                 int64
Nationality                        object
Overall                             int64
Potential                           int64
Club                               object
Value                              object
Wage                              float64
Special                             int64
PreferredFoot                      object
InternationalReputation           float64
WeakFoot                          float64
SkillMoves                        float64
WorkRate                           object
BodyType                           object
RealFace                           object
Position                           object
Joined                     datetime64[ns]
ContractValidUntil         datetime64[ns]
Height in inches                    int64
Weight                             object
LS                                 object
ST                                 object
RS                                 object
LW                                 object
LF                                 object
CF                                 object
RF                                 object
RW                                 object
LAM                                object
CAM                                object
RAM                                object
LM                                 object
LCM                                object
CM                                 object
RCM                                object
RM                                 object
LWB                                object
LDM                                object
CDM                                object
RDM                                object
RWB                                object
LB                                 object
LCB                                object
CB                                 object
RCB                                object
RB                                 object
Crossing                          float64
Finishing                         float64
HeadingAccuracy                   float64
ShortPassing                      float64
Volleys                           float64
Dribbling                         float64
Curve                             float64
FKAccuracy                        float64
LongPassing                       float64
BallControl                       float64
Acceleration                      float64
SprintSpeed                       float64
Agility                           float64
Reactions                         float64
Balance                           float64
ShotPower                         float64
Jumping                           float64
Stamina                           float64
Strength                          float64
LongShots                         float64
Aggression                        float64
Interceptions                     float64
Positioning                       float64
Vision                            float64
Penalties                         float64
Composure                         float64
Marking                           float64
StandingTackle                    float64
SlidingTackle                     float64
GKDiving                          float64
GKHandling                        float64
GKKicking                         float64
GKPositioning                     float64
GKReflexes                        float64
ReleaseClause                      object
dtype: object
In [223]:
data.shape
Out[223]:
(18159, 83)

Checking missing values in columns Joined and ContractValidUntil

In [224]:
data[['Joined','ContractValidUntil']].isnull().sum()
Out[224]:
Joined                1505
ContractValidUntil     241
dtype: int64
In [225]:
data.shape
Out[225]:
(18159, 83)
In [226]:
data.dropna(axis=0, how='all', subset=['Joined', 'ContractValidUntil'], inplace=True)
In [227]:
data.shape
Out[227]:
(17918, 83)
In [228]:
data['Joined_Year']=pd.DatetimeIndex(data['Joined']).year
In [229]:
data['Joined_Year'].dtype
Out[229]:
dtype('float64')
In [230]:
data['CVU_Year']=pd.DatetimeIndex(data['ContractValidUntil']).year
In [231]:
data['CVU_Year'].dtype
Out[231]:
dtype('int64')
In [232]:
data[['Joined_Year','CVU_Year']].isnull().sum()
Out[232]:
Joined_Year    1264
CVU_Year          0
dtype: int64
In [233]:
data['Joined_Year'].fillna(data['Joined_Year'].median(), inplace=True)
In [234]:
data[['Joined_Year','CVU_Year']].head(5)
Out[234]:
Joined_Year CVU_Year
0 2004.0 2021
1 2018.0 2022
2 2017.0 2022
3 2011.0 2020
4 2015.0 2023
In [235]:
data[['Joined_Year','CVU_Year']].isnull().sum()
Out[235]:
Joined_Year    0
CVU_Year       0
dtype: int64

Creating new feature Contract_Period by taking the difference of 'Joined_Year' and 'CVU_Year'

In [236]:
data['Contract_Period']=data['CVU_Year'] - data['Joined_Year']
In [237]:
data[['Joined_Year','CVU_Year','Contract_Period']].head(10)
Out[237]:
Joined_Year CVU_Year Contract_Period
0 2004.0 2021 17.0
1 2018.0 2022 4.0
2 2017.0 2022 5.0
3 2011.0 2020 9.0
4 2015.0 2023 8.0
5 2012.0 2020 8.0
6 2012.0 2020 8.0
7 2014.0 2021 7.0
8 2005.0 2020 15.0
9 2014.0 2021 7.0
In [238]:
data[['Joined_Year','CVU_Year']].isnull().sum()
Out[238]:
Joined_Year    0
CVU_Year       0
dtype: int64
num_attr = ['Age','Overall','Potential','Value','Wage','Special','Height in inches','Weight','LS', 'LW', 'LF', 'LAM', 'LM', 'LCM','ST','RS','RW','CF','RF','CAM','RAM','RM','CM','RCM','RWB','CDM','RDM','RB','CB','RCB', 'LWB', 'LDM', 'LB', 'LCB', 'Crossing', 'Finishing', 'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve', 'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration', 'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower', 'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression', 'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure', 'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling', 'GKKicking', 'GKPositioning', 'GKReflexes', 'ReleaseClause'] cat_attr = ['Nationality','Club','PreferredFoot', 'InternationalReputation', 'WeakFoot','SkillMoves','WorkRate','BodyType','RealFace','Position']

Handling the columns with operators (+)

In [239]:
def fill_na(field):
    data[field] = data[field].fillna('9999+9999')
In [240]:
str_list = ['LS', 'LW', 'LF',
        'LAM', 'LM', 'LCM','ST','RS','RW','CF','RF','CAM','RAM','RM','CM','RCM','RWB','CDM','RDM','RB','CB','RCB',
       'LWB', 'LDM', 'LB', 'LCB']
In [241]:
for i in range(0,len(str_list)):
    fill_na(str_list[i])
In [242]:
data[str_list].head(20)
Out[242]:
LS LW LF LAM LM LCM ST RS RW CF RF CAM RAM RM CM RCM RWB CDM RDM RB CB RCB LWB LDM LB LCB
0 88+2 92+2 93+2 93+2 91+2 84+2 88+2 88+2 92+2 93+2 93+2 93+2 93+2 91+2 84+2 84+2 64+2 61+2 61+2 59+2 47+2 47+2 64+2 61+2 59+2 47+2
1 91+3 89+3 90+3 88+3 88+3 81+3 91+3 91+3 89+3 90+3 90+3 88+3 88+3 88+3 81+3 81+3 65+3 61+3 61+3 61+3 53+3 53+3 65+3 61+3 61+3 53+3
2 84+3 89+3 89+3 89+3 88+3 81+3 84+3 84+3 89+3 89+3 89+3 89+3 89+3 88+3 81+3 81+3 65+3 60+3 60+3 60+3 47+3 47+3 65+3 60+3 60+3 47+3
3 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999
4 82+3 87+3 87+3 88+3 88+3 87+3 82+3 82+3 87+3 87+3 87+3 88+3 88+3 88+3 87+3 87+3 77+3 77+3 77+3 73+3 66+3 66+3 77+3 77+3 73+3 66+3
5 83+3 89+3 88+3 89+3 89+3 82+3 83+3 83+3 89+3 88+3 88+3 89+3 89+3 89+3 82+3 82+3 66+3 63+3 63+3 60+3 49+3 49+3 66+3 63+3 60+3 49+3
6 77+3 85+3 84+3 87+3 86+3 88+3 77+3 77+3 85+3 84+3 84+3 87+3 87+3 86+3 88+3 88+3 82+3 81+3 81+3 79+3 71+3 71+3 82+3 81+3 79+3 71+3
7 87+5 86+5 87+5 85+5 84+5 79+5 87+5 87+5 86+5 87+5 87+5 85+5 85+5 84+5 79+5 79+5 69+5 68+5 68+5 66+5 63+5 63+5 69+5 68+5 66+5 63+5
8 73+3 70+3 71+3 71+3 72+3 75+3 73+3 73+3 70+3 71+3 71+3 71+3 71+3 72+3 75+3 75+3 81+3 84+3 84+3 84+3 87+3 87+3 81+3 84+3 84+3 87+3
9 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999
10 87+3 83+3 86+3 83+3 81+3 77+3 87+3 87+3 83+3 86+3 86+3 83+3 83+3 81+3 77+3 77+3 61+3 62+3 62+3 58+3 57+3 57+3 61+3 62+3 58+3 57+3
11 78+3 81+3 82+3 84+3 82+3 86+3 78+3 78+3 81+3 82+3 82+3 84+3 84+3 82+3 86+3 86+3 79+3 82+3 82+3 77+3 72+3 72+3 79+3 82+3 77+3 72+3
12 64+3 61+3 62+3 62+3 63+3 68+3 64+3 64+3 61+3 62+3 62+3 62+3 62+3 63+3 68+3 68+3 76+3 81+3 81+3 79+3 87+3 87+3 76+3 81+3 79+3 87+3
13 77+3 85+3 84+3 87+3 85+3 85+3 77+3 77+3 85+3 84+3 84+3 87+3 87+3 85+3 85+3 85+3 69+3 70+3 70+3 64+3 57+3 57+3 69+3 70+3 64+3 57+3
14 72+3 77+3 77+3 79+3 79+3 82+3 72+3 72+3 77+3 77+3 77+3 79+3 79+3 79+3 82+3 82+3 85+3 87+3 87+3 84+3 83+3 83+3 85+3 87+3 84+3 83+3
15 83+3 87+3 86+3 87+3 86+3 79+3 83+3 83+3 87+3 86+3 86+3 87+3 87+3 86+3 79+3 79+3 62+3 58+3 58+3 56+3 45+3 45+3 62+3 58+3 56+3 45+3
16 86+3 82+3 84+3 82+3 81+3 79+3 86+3 86+3 82+3 84+3 84+3 82+3 82+3 81+3 79+3 79+3 65+3 66+3 66+3 62+3 60+3 60+3 65+3 66+3 62+3 60+3
17 86+3 87+3 87+3 86+3 86+3 80+3 86+3 86+3 87+3 87+3 87+3 86+3 86+3 86+3 80+3 80+3 70+3 67+3 67+3 67+3 61+3 61+3 70+3 67+3 67+3 61+3
18 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999
19 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999 9999+9999
In [243]:
def parse_string(ls):
    # format: 7' 0.0"
    ls_ = ls.split("+")
    # print(ls_[0])
    # print(ls_[1])
    # print("sum")
    sum = int(ls_[0])+int(ls_[1])
    # print(sum)
    # ls1_ = int(ls_[0])
    #in_ = float(ht_[1].replace("\"",""))
    # ls2_ = int(ls1_[1])
    return (sum)
In [244]:
str_list
Out[244]:
['LS',
 'LW',
 'LF',
 'LAM',
 'LM',
 'LCM',
 'ST',
 'RS',
 'RW',
 'CF',
 'RF',
 'CAM',
 'RAM',
 'RM',
 'CM',
 'RCM',
 'RWB',
 'CDM',
 'RDM',
 'RB',
 'CB',
 'RCB',
 'LWB',
 'LDM',
 'LB',
 'LCB']
In [245]:
for i in range(0,len(str_list)):
    data[str_list[i]] = data[str_list[i]].apply(lambda x:parse_string(x)).astype('int64')
    # data.rename(columns={'LS': 'LS_new'}, inplace=True)
    # print(data['LS_new'])
    
# data['LS'] = data["LS"].apply(lambda x:parse_string(x)).astype('int64')
# data.rename(columns={'LS': 'LS_new'}, inplace=True)
# print(data['LS_new'])
In [246]:
data[str_list].head(20)
Out[246]:
LS LW LF LAM LM LCM ST RS RW CF RF CAM RAM RM CM RCM RWB CDM RDM RB CB RCB LWB LDM LB LCB
0 90 94 95 95 93 86 90 90 94 95 95 95 95 93 86 86 66 63 63 61 49 49 66 63 61 49
1 94 92 93 91 91 84 94 94 92 93 93 91 91 91 84 84 68 64 64 64 56 56 68 64 64 56
2 87 92 92 92 91 84 87 87 92 92 92 92 92 91 84 84 68 63 63 63 50 50 68 63 63 50
3 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998
4 85 90 90 91 91 90 85 85 90 90 90 91 91 91 90 90 80 80 80 76 69 69 80 80 76 69
5 86 92 91 92 92 85 86 86 92 91 91 92 92 92 85 85 69 66 66 63 52 52 69 66 63 52
6 80 88 87 90 89 91 80 80 88 87 87 90 90 89 91 91 85 84 84 82 74 74 85 84 82 74
7 92 91 92 90 89 84 92 92 91 92 92 90 90 89 84 84 74 73 73 71 68 68 74 73 71 68
8 76 73 74 74 75 78 76 76 73 74 74 74 74 75 78 78 84 87 87 87 90 90 84 87 87 90
9 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998
10 90 86 89 86 84 80 90 90 86 89 89 86 86 84 80 80 64 65 65 61 60 60 64 65 61 60
11 81 84 85 87 85 89 81 81 84 85 85 87 87 85 89 89 82 85 85 80 75 75 82 85 80 75
12 67 64 65 65 66 71 67 67 64 65 65 65 65 66 71 71 79 84 84 82 90 90 79 84 82 90
13 80 88 87 90 88 88 80 80 88 87 87 90 90 88 88 88 72 73 73 67 60 60 72 73 67 60
14 75 80 80 82 82 85 75 75 80 80 80 82 82 82 85 85 88 90 90 87 86 86 88 90 87 86
15 86 90 89 90 89 82 86 86 90 89 89 90 90 89 82 82 65 61 61 59 48 48 65 61 59 48
16 89 85 87 85 84 82 89 89 85 87 87 85 85 84 82 82 68 69 69 65 63 63 68 69 65 63
17 89 90 90 89 89 83 89 89 90 90 90 89 89 89 83 83 73 70 70 70 64 64 73 70 70 64
18 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998
19 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998 19998

Imputation of columns consisting operators with median

In [247]:
data[str_list]=data[str_list].replace(19998,data[str_list].median())
In [248]:
data[str_list].head(20)
Out[248]:
LS LW LF LAM LM LCM ST RS RW CF RF CAM RAM RM CM RCM RWB CDM RDM RB CB RCB LWB LDM LB LCB
0 90 94 95 95 93 86 90 90 94 95 95 95 95 93 86 86 66 63 63 61 49 49 66 63 61 49
1 94 92 93 91 91 84 94 94 92 93 93 91 91 91 84 84 68 64 64 64 56 56 68 64 64 56
2 87 92 92 92 91 84 87 87 92 92 92 92 92 91 84 84 68 63 63 63 50 50 68 63 63 50
3 62 64 63 63 64 62 62 62 64 63 63 63 63 64 62 62 61 61 61 61 62 62 61 61 61 62
4 85 90 90 91 91 90 85 85 90 90 90 91 91 91 90 90 80 80 80 76 69 69 80 80 76 69
5 86 92 91 92 92 85 86 86 92 91 91 92 92 92 85 85 69 66 66 63 52 52 69 66 63 52
6 80 88 87 90 89 91 80 80 88 87 87 90 90 89 91 91 85 84 84 82 74 74 85 84 82 74
7 92 91 92 90 89 84 92 92 91 92 92 90 90 89 84 84 74 73 73 71 68 68 74 73 71 68
8 76 73 74 74 75 78 76 76 73 74 74 74 74 75 78 78 84 87 87 87 90 90 84 87 87 90
9 62 64 63 63 64 62 62 62 64 63 63 63 63 64 62 62 61 61 61 61 62 62 61 61 61 62
10 90 86 89 86 84 80 90 90 86 89 89 86 86 84 80 80 64 65 65 61 60 60 64 65 61 60
11 81 84 85 87 85 89 81 81 84 85 85 87 87 85 89 89 82 85 85 80 75 75 82 85 80 75
12 67 64 65 65 66 71 67 67 64 65 65 65 65 66 71 71 79 84 84 82 90 90 79 84 82 90
13 80 88 87 90 88 88 80 80 88 87 87 90 90 88 88 88 72 73 73 67 60 60 72 73 67 60
14 75 80 80 82 82 85 75 75 80 80 80 82 82 82 85 85 88 90 90 87 86 86 88 90 87 86
15 86 90 89 90 89 82 86 86 90 89 89 90 90 89 82 82 65 61 61 59 48 48 65 61 59 48
16 89 85 87 85 84 82 89 89 85 87 87 85 85 84 82 82 68 69 69 65 63 63 68 69 65 63
17 89 90 90 89 89 83 89 89 90 90 90 89 89 89 83 83 73 70 70 70 64 64 73 70 70 64
18 62 64 63 63 64 62 62 62 64 63 63 63 63 64 62 62 61 61 61 61 62 62 61 61 61 62
19 62 64 63 63 64 62 62 62 64 63 63 63 63 64 62 62 61 61 61 61 62 62 61 61 61 62
In [249]:
data.dtypes
Out[249]:
ID                                  int64
Name                               object
Age                                 int64
Nationality                        object
Overall                             int64
Potential                           int64
Club                               object
Value                              object
Wage                              float64
Special                             int64
PreferredFoot                      object
InternationalReputation           float64
WeakFoot                          float64
SkillMoves                        float64
WorkRate                           object
BodyType                           object
RealFace                           object
Position                           object
Joined                     datetime64[ns]
ContractValidUntil         datetime64[ns]
Height in inches                    int64
Weight                             object
LS                                  int64
ST                                  int64
RS                                  int64
LW                                  int64
LF                                  int64
CF                                  int64
RF                                  int64
RW                                  int64
LAM                                 int64
CAM                                 int64
RAM                                 int64
LM                                  int64
LCM                                 int64
CM                                  int64
RCM                                 int64
RM                                  int64
LWB                                 int64
LDM                                 int64
CDM                                 int64
RDM                                 int64
RWB                                 int64
LB                                  int64
LCB                                 int64
CB                                  int64
RCB                                 int64
RB                                  int64
Crossing                          float64
Finishing                         float64
HeadingAccuracy                   float64
ShortPassing                      float64
Volleys                           float64
Dribbling                         float64
Curve                             float64
FKAccuracy                        float64
LongPassing                       float64
BallControl                       float64
Acceleration                      float64
SprintSpeed                       float64
Agility                           float64
Reactions                         float64
Balance                           float64
ShotPower                         float64
Jumping                           float64
Stamina                           float64
Strength                          float64
LongShots                         float64
Aggression                        float64
Interceptions                     float64
Positioning                       float64
Vision                            float64
Penalties                         float64
Composure                         float64
Marking                           float64
StandingTackle                    float64
SlidingTackle                     float64
GKDiving                          float64
GKHandling                        float64
GKKicking                         float64
GKPositioning                     float64
GKReflexes                        float64
ReleaseClause                      object
Joined_Year                       float64
CVU_Year                            int64
Contract_Period                   float64
dtype: object
In [250]:
#data.columns
In [251]:
na_1=['Age', 'Overall', 'Potential',
       'Value', 'Wage', 'Special','Height in inches',
       'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW', 'LAM', 'CAM',
       'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM', 'CDM', 'RDM',
       'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing', 'Finishing',
       'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve',
       'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration',
       'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower',
       'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression',
       'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure',
       'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling',
       'GKKicking', 'GKPositioning', 'GKReflexes', 'ReleaseClause', 'Contract_Period']

Imputation with median in all numeric columns

In [252]:
data[na_1].fillna(data[na_1].median(), inplace=True)
In [253]:
data[na_1].isnull().sum()
Out[253]:
Age                    0
Overall                0
Potential              0
Value                  0
Wage                   0
Special                0
Height in inches       0
Weight                 0
LS                     0
ST                     0
RS                     0
LW                     0
LF                     0
CF                     0
RF                     0
RW                     0
LAM                    0
CAM                    0
RAM                    0
LM                     0
LCM                    0
CM                     0
RCM                    0
RM                     0
LWB                    0
LDM                    0
CDM                    0
RDM                    0
RWB                    0
LB                     0
LCB                    0
CB                     0
RCB                    0
RB                     0
Crossing               0
Finishing              0
HeadingAccuracy        0
ShortPassing           0
Volleys                0
Dribbling              0
Curve                  0
FKAccuracy             0
LongPassing            0
BallControl            0
Acceleration           0
SprintSpeed            0
Agility                0
Reactions              0
Balance                0
ShotPower              0
Jumping                0
Stamina                0
Strength               0
LongShots              0
Aggression             0
Interceptions          0
Positioning            0
Vision                 0
Penalties              0
Composure              0
Marking                0
StandingTackle         0
SlidingTackle          0
GKDiving               0
GKHandling             0
GKKicking              0
GKPositioning          0
GKReflexes             0
ReleaseClause       1275
Contract_Period        0
dtype: int64
In [254]:
data["ReleaseClause"].fillna(data["ReleaseClause"].median(), inplace=True)
In [255]:
data[na_1].isnull().sum()
Out[255]:
Age                 0
Overall             0
Potential           0
Value               0
Wage                0
Special             0
Height in inches    0
Weight              0
LS                  0
ST                  0
RS                  0
LW                  0
LF                  0
CF                  0
RF                  0
RW                  0
LAM                 0
CAM                 0
RAM                 0
LM                  0
LCM                 0
CM                  0
RCM                 0
RM                  0
LWB                 0
LDM                 0
CDM                 0
RDM                 0
RWB                 0
LB                  0
LCB                 0
CB                  0
RCB                 0
RB                  0
Crossing            0
Finishing           0
HeadingAccuracy     0
ShortPassing        0
Volleys             0
Dribbling           0
Curve               0
FKAccuracy          0
LongPassing         0
BallControl         0
Acceleration        0
SprintSpeed         0
Agility             0
Reactions           0
Balance             0
ShotPower           0
Jumping             0
Stamina             0
Strength            0
LongShots           0
Aggression          0
Interceptions       0
Positioning         0
Vision              0
Penalties           0
Composure           0
Marking             0
StandingTackle      0
SlidingTackle       0
GKDiving            0
GKHandling          0
GKKicking           0
GKPositioning       0
GKReflexes          0
ReleaseClause       0
Contract_Period     0
dtype: int64
In [256]:
data.dtypes
Out[256]:
ID                                  int64
Name                               object
Age                                 int64
Nationality                        object
Overall                             int64
Potential                           int64
Club                               object
Value                              object
Wage                              float64
Special                             int64
PreferredFoot                      object
InternationalReputation           float64
WeakFoot                          float64
SkillMoves                        float64
WorkRate                           object
BodyType                           object
RealFace                           object
Position                           object
Joined                     datetime64[ns]
ContractValidUntil         datetime64[ns]
Height in inches                    int64
Weight                             object
LS                                  int64
ST                                  int64
RS                                  int64
LW                                  int64
LF                                  int64
CF                                  int64
RF                                  int64
RW                                  int64
LAM                                 int64
CAM                                 int64
RAM                                 int64
LM                                  int64
LCM                                 int64
CM                                  int64
RCM                                 int64
RM                                  int64
LWB                                 int64
LDM                                 int64
CDM                                 int64
RDM                                 int64
RWB                                 int64
LB                                  int64
LCB                                 int64
CB                                  int64
RCB                                 int64
RB                                  int64
Crossing                          float64
Finishing                         float64
HeadingAccuracy                   float64
ShortPassing                      float64
Volleys                           float64
Dribbling                         float64
Curve                             float64
FKAccuracy                        float64
LongPassing                       float64
BallControl                       float64
Acceleration                      float64
SprintSpeed                       float64
Agility                           float64
Reactions                         float64
Balance                           float64
ShotPower                         float64
Jumping                           float64
Stamina                           float64
Strength                          float64
LongShots                         float64
Aggression                        float64
Interceptions                     float64
Positioning                       float64
Vision                            float64
Penalties                         float64
Composure                         float64
Marking                           float64
StandingTackle                    float64
SlidingTackle                     float64
GKDiving                          float64
GKHandling                        float64
GKKicking                         float64
GKPositioning                     float64
GKReflexes                        float64
ReleaseClause                      object
Joined_Year                       float64
CVU_Year                            int64
Contract_Period                   float64
dtype: object

Reducing level in Position

In [257]:
DEFENDING = ["CB","LB","LCB","LWB","RB","RCB","RWB"]
MIDFIELD = ["CAM","CDM","CM","LAM","LCM","LDM","LM","RAM","RCM","RDM","RM"]
ATTACKING = ["CF","LF","RF","RS","RW","LW","LS","ST"]
GOALKEEPER = ["GK"]

main = []

for i in data["Position"]:
    if i in DEFENDING:
        main.append("Defending")
    elif i in MIDFIELD:
        main.append("Midfield")
    elif i in ATTACKING:
        main.append("Attacking")
    elif i in GOALKEEPER:
        main.append("Goalkeeper")
    else:
        main.append(np.nan)
data["Main Position"] = main

SOME OBSERVATIONS

Data visualizations

Top 10 Talented players.

In [258]:
data.sort_values(by=['Potential','Overall'],ascending = False)
data_talented_players = data[data['Age'] < 28]
data_talented_players = data_talented_players[['Name','Age','Potential','Overall']]
data_talented_players.head(10)
Out[258]:
Name Age Potential Overall
2 Neymar Jr 26 93 92
3 De Gea 27 93 91
4 K. De Bruyne 27 92 91
5 E. Hazard 27 91 91
9 J. Oblak 25 93 90
14 N. Kanté 27 90 89
15 P. Dybala 24 94 89
16 H. Kane 24 91 89
17 A. Griezmann 27 90 89
18 M. ter Stegen 26 92 89

Outliers

In [259]:
import seaborn as sb

sb.boxplot(data.Age);
In [260]:
sb.boxplot(data.Wage);
In [261]:
data.SkillMoves .value_counts().plot(kind='pie',autopct='%1.1f%%')
plt.show()

It looks like the majority of players falls in category 2 which is 47.1%

In [262]:
plt.figure(figsize = (15, 6))

ax = sns.countplot('Position',data=data,palette = 'Blues')

ax.set_xlabel(xlabel = 'Positions of Football Players',fontsize = 18)
ax.set_ylabel(ylabel = 'Count of Players',fontsize = 18)
ax.set_title(label = 'Comparison of Positions of Players',fontsize = 22)

plt.show()
In [263]:
plt.figure(figsize = (15, 6))

ax = sns.countplot(x = 'SkillMoves', data = data, palette = 'Blues')

ax.set_title(label = 'Count of players on Basis of their skill moves', fontsize = 22)

ax.set_xlabel(xlabel = 'Number of Skill Moves', fontsize = 18)

ax.set_ylabel(ylabel = 'Count', fontsize = 18)

plt.show()
In [264]:
plt.figure(figsize = (15, 6))

sns.countplot(x = 'WorkRate', data = data)

plt.title('Different work rates of the Players Participating in the FIFA 2019', fontsize = 22)

plt.xlabel('Work rates associated with the players', fontsize = 18)

plt.ylabel('count of Players', fontsize = 18)

plt.show()
In [265]:
x = data.Special
plt.figure(figsize = (15, 6))

ax = sns.distplot(x, bins = 58, kde = True)
ax.set_title(label = 'Histogram for the Speciality Scores of the Players', fontsize = 22)
ax.set_xlabel(xlabel = 'Special score range', fontsize = 18)
ax.set_ylabel(ylabel = 'Count of the Players',fontsize = 18)

plt.show()
In [266]:
x = data.Potential
plt.figure(figsize = (15, 6))


ax = sns.distplot(x, bins = 58, kde = False)
ax.set_title(label = 'Histogram of players Potential Scores', fontsize = 20)
ax.set_xlabel(xlabel = "Player\'s Potential Scores", fontsize = 16)
ax.set_ylabel(ylabel = 'Number of players', fontsize = 16)

plt.show()
In [267]:
x = data.Overall
plt.figure(figsize = (15, 6))


ax = sns.distplot(x, bins = 52, kde = True, color = 'r')
ax.set_title(label = 'Histogram of players Overall Scores', fontsize = 22)
ax.set_xlabel(xlabel = "Player\'s Scores", fontsize = 18)
ax.set_ylabel(ylabel = 'Number of players', fontsize = 18)

plt.show()

Players in top european teams

In [268]:
top_team_list = ['Real Madrid','FC Barcelona','Juventus','Paris Saint-Germain','Manchester United','Manchester City','Chelsea','Atlético Madrid'
                 ,'FC Bayern München','Tottenham Hotspur','Liverpool','Arsenal','Milan','Inter','Napoli','Lazio','Roma','Borussia Dortmund']
df_top_team_players = data[data['Club'].isin(top_team_list)]
df_top_team_players
Out[268]:
ID Name Age Nationality Overall Potential Club Value Wage Special PreferredFoot InternationalReputation WeakFoot SkillMoves WorkRate BodyType RealFace Position Joined ContractValidUntil Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Joined_Year CVU_Year Contract_Period Main Position
0 158023 L. Messi 31 Argentina 94 94 FC Barcelona 110.5 565.0 2202 Left 5.0 4.0 4.0 Medium/ Medium Messi Yes RF 2004-07-01 2021-01-01 67 159 90 90 90 94 95 95 95 94 95 95 95 93 86 86 86 93 66 63 63 63 66 61 49 49 49 61 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 2004.0 2021 17.0 Attacking
1 20801 Cristiano Ronaldo 33 Portugal 94 94 Juventus 77 405.0 2228 Right 5.0 4.0 5.0 High/ Low C. Ronaldo Yes ST 2018-07-10 2022-01-01 74 183 94 94 94 92 93 93 93 92 91 91 91 91 84 84 84 91 68 64 64 64 68 64 56 56 56 64 84.0 94.0 89.0 81.0 87.0 88.0 81.0 76.0 77.0 94.0 89.0 91.0 87.0 96.0 70.0 95.0 95.0 88.0 79.0 93.0 63.0 29.0 95.0 82.0 85.0 95.0 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 127.1 2018.0 2022 4.0 Attacking
2 190871 Neymar Jr 26 Brazil 92 93 Paris Saint-Germain 118.5 290.0 2143 Right 5.0 5.0 5.0 High/ Medium Neymar Yes LW 2017-08-03 2022-01-01 69 150 87 87 87 92 92 92 92 92 92 92 92 91 84 84 84 91 68 63 63 63 68 63 50 50 50 63 79.0 87.0 62.0 84.0 84.0 96.0 88.0 87.0 78.0 95.0 94.0 90.0 96.0 94.0 84.0 80.0 61.0 81.0 49.0 82.0 56.0 36.0 89.0 87.0 81.0 94.0 27.0 24.0 33.0 9.0 9.0 15.0 15.0 11.0 228.1 2017.0 2022 5.0 Attacking
3 193080 De Gea 27 Spain 91 93 Manchester United 72 260.0 1471 Right 4.0 3.0 1.0 Medium/ Medium Lean Yes GK 2011-07-01 2020-01-01 76 168 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 13.0 21.0 50.0 13.0 18.0 21.0 19.0 51.0 42.0 57.0 58.0 60.0 90.0 43.0 31.0 67.0 43.0 64.0 12.0 38.0 30.0 12.0 68.0 40.0 68.0 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 138.6 2011.0 2020 9.0 Goalkeeper
4 192985 K. De Bruyne 27 Belgium 91 92 Manchester City 102 355.0 2281 Right 4.0 5.0 4.0 High/ High Normal Yes RCM 2015-08-30 2023-01-01 71 154 85 85 85 90 90 90 90 90 91 91 91 91 90 90 90 91 80 80 80 80 80 76 69 69 69 76 93.0 82.0 55.0 92.0 82.0 86.0 85.0 83.0 91.0 91.0 78.0 76.0 79.0 91.0 77.0 91.0 63.0 90.0 75.0 91.0 76.0 61.0 87.0 94.0 79.0 88.0 68.0 58.0 51.0 15.0 13.0 5.0 10.0 13.0 196.4 2015.0 2023 8.0 Midfield
5 183277 E. Hazard 27 Belgium 91 91 Chelsea 93 340.0 2142 Right 4.0 4.0 4.0 High/ Medium Normal Yes LF 2012-07-01 2020-01-01 68 163 86 86 86 92 91 91 91 92 92 92 92 92 85 85 85 92 69 66 66 66 69 63 52 52 52 63 81.0 84.0 61.0 89.0 80.0 95.0 83.0 79.0 83.0 94.0 94.0 88.0 95.0 90.0 94.0 82.0 56.0 83.0 66.0 80.0 54.0 41.0 87.0 89.0 86.0 91.0 34.0 27.0 22.0 11.0 12.0 6.0 8.0 8.0 172.1 2012.0 2020 8.0 Attacking
6 177003 L. Modrić 32 Croatia 91 91 Real Madrid 67 420.0 2280 Right 4.0 4.0 4.0 High/ High Lean Yes RCM 2012-08-01 2020-01-01 68 146 80 80 80 88 87 87 87 88 90 90 90 89 91 91 91 89 85 84 84 84 85 82 74 74 74 82 86.0 72.0 55.0 93.0 76.0 90.0 85.0 78.0 88.0 93.0 80.0 72.0 93.0 90.0 94.0 79.0 68.0 89.0 58.0 82.0 62.0 83.0 79.0 92.0 82.0 84.0 60.0 76.0 73.0 13.0 9.0 7.0 14.0 9.0 137.4 2012.0 2020 8.0 Midfield
7 176580 L. Suárez 31 Uruguay 91 91 FC Barcelona 80 455.0 2346 Right 5.0 4.0 3.0 High/ Medium Normal Yes RS 2014-07-11 2021-01-01 72 190 92 92 92 91 92 92 92 91 90 90 90 89 84 84 84 89 74 73 73 73 74 71 68 68 68 71 77.0 93.0 77.0 82.0 88.0 87.0 86.0 84.0 64.0 90.0 86.0 75.0 82.0 92.0 83.0 86.0 69.0 90.0 83.0 85.0 87.0 41.0 92.0 84.0 85.0 85.0 62.0 45.0 38.0 27.0 25.0 31.0 33.0 37.0 164 2014.0 2021 7.0 Attacking
8 155862 Sergio Ramos 32 Spain 91 91 Real Madrid 51 380.0 2201 Right 4.0 3.0 3.0 High/ Medium Normal Yes RCB 2005-08-01 2020-01-01 72 181 76 76 76 73 74 74 74 73 74 74 74 75 78 78 78 75 84 87 87 87 84 87 90 90 90 87 66.0 60.0 91.0 78.0 66.0 63.0 74.0 72.0 77.0 84.0 76.0 75.0 78.0 85.0 66.0 79.0 93.0 84.0 83.0 59.0 88.0 90.0 60.0 63.0 75.0 82.0 87.0 92.0 91.0 11.0 8.0 9.0 7.0 11.0 104.6 2005.0 2020 15.0 Defending
9 200389 J. Oblak 25 Slovenia 90 93 Atlético Madrid 68 94.0 1331 Right 3.0 3.0 1.0 Medium/ Medium Normal Yes GK 2014-07-16 2021-01-01 74 192 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 11.0 15.0 29.0 13.0 12.0 13.0 14.0 26.0 16.0 43.0 60.0 67.0 86.0 49.0 22.0 76.0 41.0 78.0 12.0 34.0 19.0 11.0 70.0 11.0 70.0 27.0 12.0 18.0 86.0 92.0 78.0 88.0 89.0 144.5 2014.0 2021 7.0 Goalkeeper
10 188545 R. Lewandowski 29 Poland 90 90 FC Bayern München 77 205.0 2152 Right 4.0 4.0 4.0 High/ Medium Normal Yes ST 2014-07-01 2021-01-01 72 176 90 90 90 86 89 89 89 86 86 86 86 84 80 80 80 84 64 65 65 65 64 61 60 60 60 61 62.0 91.0 85.0 83.0 89.0 85.0 77.0 86.0 65.0 89.0 77.0 78.0 78.0 90.0 78.0 88.0 84.0 78.0 84.0 84.0 80.0 39.0 91.0 77.0 88.0 86.0 34.0 42.0 19.0 15.0 6.0 12.0 8.0 10.0 127.1 2014.0 2021 7.0 Attacking
11 182521 T. Kroos 28 Germany 90 90 Real Madrid 76.5 355.0 2190 Right 4.0 5.0 3.0 Medium/ Medium Normal Yes LCM 2014-07-17 2022-01-01 72 168 81 81 81 84 85 85 85 84 87 87 87 85 89 89 89 85 82 85 85 85 82 80 75 75 75 80 88.0 76.0 54.0 92.0 82.0 81.0 86.0 84.0 93.0 90.0 64.0 62.0 70.0 89.0 71.0 87.0 30.0 75.0 73.0 92.0 60.0 82.0 79.0 86.0 73.0 85.0 72.0 79.0 69.0 10.0 11.0 13.0 7.0 10.0 156.8 2014.0 2022 8.0 Midfield
12 182493 D. Godín 32 Uruguay 90 90 Atlético Madrid 44 125.0 1946 Right 3.0 3.0 2.0 Medium/ High Lean Yes CB 2010-08-04 2019-01-01 74 172 67 67 67 64 65 65 65 64 65 65 65 66 71 71 71 66 79 84 84 84 79 82 90 90 90 82 55.0 42.0 92.0 79.0 47.0 53.0 49.0 51.0 70.0 76.0 68.0 68.0 58.0 85.0 54.0 67.0 91.0 66.0 88.0 43.0 89.0 88.0 48.0 52.0 50.0 82.0 90.0 89.0 89.0 6.0 8.0 15.0 5.0 15.0 90.2 2010.0 2019 9.0 Defending
13 168542 David Silva 32 Spain 90 90 Manchester City 60 285.0 2115 Left 4.0 2.0 4.0 High/ Medium Normal Yes LCM 2010-07-14 2020-01-01 68 148 80 80 80 88 87 87 87 88 90 90 90 88 88 88 88 88 72 73 73 73 72 67 60 60 60 67 84.0 76.0 54.0 93.0 82.0 89.0 82.0 77.0 87.0 94.0 70.0 64.0 92.0 90.0 90.0 72.0 64.0 78.0 52.0 75.0 57.0 50.0 89.0 92.0 75.0 93.0 59.0 53.0 29.0 6.0 15.0 7.0 6.0 12.0 111 2010.0 2020 10.0 Midfield
14 215914 N. Kanté 27 France 89 90 Chelsea 63 225.0 2189 Right 3.0 3.0 2.0 Medium/ High Lean Yes LDM 2016-07-16 2023-01-01 66 159 75 75 75 80 80 80 80 80 82 82 82 82 85 85 85 82 88 90 90 90 88 87 86 86 86 87 68.0 65.0 54.0 86.0 56.0 79.0 49.0 49.0 81.0 80.0 82.0 78.0 82.0 93.0 92.0 71.0 77.0 96.0 76.0 69.0 90.0 92.0 71.0 79.0 54.0 85.0 90.0 91.0 85.0 15.0 12.0 10.0 7.0 10.0 121.3 2016.0 2023 7.0 Midfield
15 211110 P. Dybala 24 Argentina 89 94 Juventus 89 205.0 2092 Left 3.0 3.0 4.0 High/ Medium Normal Yes LF 2015-07-01 2022-01-01 70 165 86 86 86 90 89 89 89 90 90 90 90 89 82 82 82 89 65 61 61 61 65 59 48 48 48 59 82.0 84.0 68.0 87.0 88.0 92.0 88.0 88.0 75.0 92.0 87.0 83.0 91.0 86.0 85.0 82.0 75.0 80.0 65.0 88.0 48.0 32.0 84.0 87.0 86.0 84.0 23.0 20.0 20.0 5.0 4.0 4.0 5.0 8.0 153.5 2015.0 2022 7.0 Attacking
16 202126 H. Kane 24 England 89 91 Tottenham Hotspur 83.5 205.0 2165 Right 3.0 4.0 3.0 High/ High Normal Yes ST 2010-07-01 2024-01-01 74 196 89 89 89 85 87 87 87 85 85 85 85 84 82 82 82 84 68 69 69 69 68 65 63 63 63 65 75.0 94.0 85.0 80.0 84.0 80.0 78.0 68.0 82.0 84.0 68.0 72.0 71.0 91.0 71.0 88.0 78.0 89.0 84.0 85.0 76.0 35.0 93.0 80.0 90.0 89.0 56.0 36.0 38.0 8.0 10.0 11.0 14.0 11.0 160.7 2010.0 2024 14.0 Attacking
17 194765 A. Griezmann 27 France 89 90 Atlético Madrid 78 145.0 2246 Left 4.0 3.0 4.0 High/ High Lean Yes CAM 2014-07-28 2023-01-01 69 161 89 89 89 90 90 90 90 90 89 89 89 89 83 83 83 89 73 70 70 70 73 70 64 64 64 70 82.0 90.0 84.0 83.0 87.0 88.0 84.0 78.0 76.0 90.0 88.0 85.0 90.0 90.0 80.0 80.0 90.0 83.0 62.0 82.0 69.0 35.0 91.0 83.0 79.0 87.0 59.0 47.0 48.0 14.0 8.0 14.0 13.0 14.0 165.8 2014.0 2023 9.0 Midfield
18 192448 M. ter Stegen 26 Germany 89 92 FC Barcelona 58 240.0 1328 Right 3.0 4.0 1.0 Medium/ Medium Normal Yes GK 2014-07-01 2022-01-01 74 187 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 15.0 14.0 11.0 36.0 14.0 17.0 18.0 12.0 42.0 18.0 38.0 50.0 37.0 85.0 43.0 22.0 79.0 35.0 79.0 10.0 43.0 22.0 11.0 69.0 25.0 69.0 25.0 13.0 10.0 87.0 85.0 88.0 85.0 90.0 123.3 2014.0 2022 8.0 Goalkeeper
19 192119 T. Courtois 26 Belgium 89 90 Real Madrid 53.5 240.0 1311 Left 4.0 2.0 1.0 Medium/ Medium Courtois Yes GK 2018-08-09 2024-01-01 78 212 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 14.0 14.0 13.0 33.0 12.0 13.0 19.0 20.0 35.0 23.0 46.0 52.0 61.0 84.0 45.0 36.0 68.0 38.0 70.0 17.0 23.0 15.0 13.0 44.0 27.0 66.0 20.0 18.0 16.0 85.0 91.0 72.0 86.0 88.0 113.7 2018.0 2024 6.0 Goalkeeper
20 189511 Sergio Busquets 29 Spain 89 89 FC Barcelona 51.5 315.0 2065 Right 4.0 3.0 3.0 Medium/ Medium Lean Yes CDM 2008-09-01 2023-01-01 74 168 74 74 74 77 79 79 79 77 82 82 82 79 86 86 86 79 82 89 89 89 82 81 85 85 85 81 62.0 67.0 68.0 89.0 44.0 80.0 66.0 68.0 82.0 88.0 50.0 52.0 66.0 87.0 52.0 61.0 66.0 86.0 77.0 54.0 85.0 87.0 77.0 87.0 60.0 90.0 90.0 86.0 80.0 5.0 8.0 13.0 9.0 13.0 105.6 2008.0 2023 15.0 Midfield
21 179813 E. Cavani 31 Uruguay 89 89 Paris Saint-Germain 60 200.0 2161 Right 4.0 4.0 3.0 High/ High Lean Yes LS 2013-07-16 2020-01-01 73 170 88 88 88 84 86 86 86 84 83 83 83 82 78 78 78 82 70 68 68 68 70 68 66 66 66 68 70.0 89.0 89.0 78.0 90.0 80.0 77.0 76.0 52.0 82.0 75.0 76.0 77.0 91.0 59.0 87.0 88.0 92.0 78.0 79.0 84.0 48.0 93.0 77.0 85.0 82.0 52.0 45.0 39.0 12.0 5.0 13.0 13.0 10.0 111 2013.0 2020 7.0 Attacking
22 167495 M. Neuer 32 Germany 89 89 FC Bayern München 38 130.0 1473 Right 5.0 4.0 1.0 Medium/ Medium Normal Yes GK 2011-07-01 2021-01-01 76 203 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 15.0 13.0 25.0 55.0 11.0 30.0 14.0 11.0 59.0 48.0 54.0 60.0 51.0 84.0 35.0 25.0 77.0 43.0 80.0 16.0 29.0 30.0 12.0 70.0 47.0 70.0 17.0 10.0 11.0 90.0 86.0 91.0 87.0 87.0 62.7 2011.0 2021 10.0 Goalkeeper
23 153079 S. Agüero 30 Argentina 89 89 Manchester City 64.5 300.0 2107 Right 4.0 4.0 4.0 High/ Medium Stocky Yes ST 2011-07-28 2021-01-01 68 154 89 89 89 89 90 90 90 89 88 88 88 86 79 79 79 86 61 59 59 59 61 56 50 50 50 56 70.0 93.0 77.0 81.0 85.0 89.0 82.0 73.0 64.0 89.0 88.0 80.0 86.0 90.0 91.0 88.0 81.0 76.0 73.0 83.0 65.0 24.0 92.0 83.0 83.0 90.0 30.0 20.0 12.0 13.0 15.0 6.0 11.0 14.0 119.3 2011.0 2021 10.0 Attacking
24 138956 G. Chiellini 33 Italy 89 89 Juventus 27 215.0 1841 Left 4.0 3.0 2.0 Medium/ High Normal Yes LCB 2005-07-01 2020-01-01 74 187 61 61 61 57 58 58 58 57 57 57 57 59 63 63 63 59 77 79 79 79 77 80 89 89 89 80 58.0 33.0 83.0 59.0 45.0 58.0 60.0 31.0 59.0 57.0 63.0 75.0 54.0 82.0 55.0 78.0 89.0 65.0 89.0 49.0 92.0 88.0 28.0 50.0 50.0 84.0 93.0 93.0 90.0 3.0 3.0 2.0 4.0 3.0 44.6 2005.0 2020 15.0 Defending
25 231747 K. Mbappé 19 France 88 95 Paris Saint-Germain 81 100.0 2118 Right 3.0 4.0 5.0 High/ Medium Lean Yes RM 2018-07-01 2022-01-01 70 161 88 88 88 90 90 90 90 90 89 89 89 89 81 81 81 89 69 65 65 65 69 65 57 57 57 65 77.0 88.0 77.0 82.0 78.0 90.0 77.0 63.0 73.0 91.0 96.0 96.0 92.0 87.0 83.0 79.0 75.0 83.0 71.0 78.0 62.0 38.0 88.0 82.0 70.0 86.0 34.0 34.0 32.0 13.0 5.0 7.0 11.0 6.0 166.1 2018.0 2022 4.0 Midfield
26 209331 M. Salah 26 Egypt 88 89 Liverpool 69.5 255.0 2146 Left 3.0 3.0 4.0 High/ Medium PLAYER_BODY_TYPE_25 Yes RM 2017-07-01 2023-01-01 69 157 86 86 86 90 89 89 89 90 89 89 89 89 83 83 83 89 73 69 69 69 73 69 60 60 60 69 78.0 90.0 59.0 82.0 73.0 89.0 83.0 60.0 72.0 88.0 94.0 91.0 91.0 91.0 88.0 77.0 68.0 84.0 70.0 83.0 63.0 55.0 90.0 82.0 61.0 91.0 38.0 43.0 41.0 14.0 14.0 9.0 11.0 14.0 137.3 2017.0 2023 6.0 Midfield
27 200145 Casemiro 26 Brazil 88 90 Real Madrid 59.5 285.0 2170 Right 3.0 3.0 2.0 Medium/ High Normal Yes CDM 2013-07-11 2021-01-01 73 185 75 75 75 72 76 76 76 72 77 77 77 74 83 83 83 74 81 88 88 88 81 82 88 88 88 82 52.0 59.0 76.0 85.0 53.0 69.0 59.0 74.0 82.0 78.0 59.0 65.0 62.0 84.0 66.0 86.0 88.0 87.0 89.0 79.0 87.0 87.0 69.0 77.0 66.0 84.0 88.0 90.0 87.0 13.0 14.0 16.0 12.0 12.0 126.4 2013.0 2021 8.0 Midfield
28 198710 J. Rodríguez 26 Colombia 88 89 FC Bayern München 69.5 315.0 2171 Left 4.0 3.0 4.0 Medium/ Medium Normal Yes LAM NaT 2019-06-30 71 172 83 83 83 87 86 86 86 87 88 88 88 86 84 84 84 86 72 71 71 71 72 68 61 61 61 68 90.0 83.0 62.0 89.0 90.0 85.0 89.0 86.0 83.0 90.0 73.0 67.0 83.0 85.0 76.0 86.0 54.0 70.0 68.0 92.0 64.0 55.0 80.0 89.0 81.0 87.0 52.0 41.0 44.0 15.0 15.0 15.0 5.0 14.0 19.8 2017.0 2019 2.0 Midfield
29 198219 L. Insigne 27 Italy 88 88 Napoli 62 165.0 2017 Right 3.0 3.0 4.0 High/ Medium Normal Yes LW 2010-07-01 2022-01-01 64 130 81 81 81 89 88 88 88 89 89 89 89 89 81 81 81 89 66 61 61 61 66 61 47 47 47 61 86.0 77.0 56.0 85.0 74.0 90.0 87.0 77.0 78.0 93.0 94.0 86.0 94.0 83.0 93.0 75.0 53.0 75.0 44.0 84.0 34.0 26.0 83.0 87.0 61.0 83.0 51.0 24.0 22.0 8.0 4.0 14.0 9.0 10.0 105.4 2010.0 2022 12.0 Attacking
30 197781 Isco 26 Spain 88 91 Real Madrid 73.5 315.0 2137 Right 3.0 3.0 4.0 High/ Medium Normal Yes LW 2013-07-03 2022-01-01 69 174 79 79 79 87 86 86 86 87 89 89 89 86 86 86 86 86 75 76 76 76 75 71 66 66 66 71 75.0 79.0 55.0 89.0 65.0 94.0 88.0 76.0 83.0 95.0 75.0 69.0 87.0 77.0 90.0 69.0 64.0 70.0 59.0 87.0 58.0 64.0 78.0 89.0 76.0 86.0 60.0 64.0 51.0 10.0 8.0 12.0 15.0 6.0 156.2 2013.0 2022 9.0 Attacking
31 190460 C. Eriksen 26 Denmark 88 91 Tottenham Hotspur 73.5 205.0 2117 Right 3.0 5.0 4.0 High/ Medium Lean Yes CAM 2013-08-30 2020-01-01 71 168 82 82 82 87 87 87 87 87 89 89 89 88 88 88 88 88 74 74 74 74 74 69 60 60 60 69 88.0 80.0 52.0 91.0 77.0 84.0 86.0 87.0 88.0 91.0 75.0 73.0 79.0 88.0 81.0 84.0 50.0 92.0 58.0 89.0 46.0 56.0 83.0 91.0 67.0 88.0 59.0 57.0 22.0 9.0 14.0 7.0 7.0 6.0 141.5 2013.0 2020 7.0 Midfield
32 189242 Coutinho 26 Brazil 88 89 FC Barcelona 69.5 340.0 2175 Right 3.0 4.0 5.0 High/ High Normal Yes LW 2018-01-06 2023-01-01 68 150 82 82 82 89 88 88 88 89 90 90 90 88 86 86 86 88 74 73 73 73 74 70 61 61 61 70 79.0 79.0 48.0 88.0 75.0 91.0 91.0 86.0 83.0 92.0 89.0 75.0 92.0 83.0 93.0 83.0 59.0 79.0 61.0 93.0 59.0 49.0 84.0 90.0 70.0 85.0 55.0 54.0 47.0 12.0 7.0 9.0 14.0 6.0 147.7 2018.0 2023 5.0 Attacking
33 188567 P. Aubameyang 29 Gabon 88 88 Arsenal 59 265.0 2069 Right 3.0 4.0 4.0 Medium/ Low Lean Yes LM 2018-01-31 2021-01-01 74 176 87 87 87 86 86 86 86 86 84 84 84 84 76 76 76 84 67 61 61 61 67 64 55 55 55 64 77.0 88.0 79.0 77.0 86.0 79.0 80.0 74.0 64.0 82.0 93.0 95.0 76.0 87.0 70.0 82.0 79.0 76.0 76.0 79.0 43.0 48.0 90.0 77.0 76.0 86.0 27.0 25.0 36.0 6.0 9.0 15.0 9.0 9.0 112.1 2018.0 2021 3.0 Midfield
34 178603 M. Hummels 29 Germany 88 88 FC Bayern München 46 160.0 2038 Right 4.0 3.0 3.0 High/ Medium Normal Yes LCB 2016-07-01 2021-01-01 75 203 72 72 72 71 72 72 72 71 74 74 74 73 80 80 80 73 81 86 86 86 81 83 88 88 88 83 64.0 55.0 87.0 81.0 60.0 68.0 65.0 53.0 85.0 81.0 53.0 64.0 63.0 87.0 60.0 71.0 68.0 66.0 84.0 51.0 69.0 92.0 56.0 79.0 68.0 91.0 88.0 90.0 88.0 15.0 6.0 10.0 5.0 6.0 75.9 2016.0 2021 5.0 Defending
35 176676 Marcelo 30 Brazil 88 88 Real Madrid 43 285.0 2279 Left 4.0 4.0 5.0 High/ Low Normal Yes LB 2007-01-01 2022-01-01 69 176 83 83 83 87 86 86 86 87 87 87 87 88 87 87 87 88 88 86 86 86 88 87 84 84 84 87 90.0 70.0 75.0 84.0 54.0 90.0 85.0 67.0 76.0 92.0 83.0 82.0 86.0 88.0 86.0 83.0 76.0 91.0 78.0 70.0 84.0 85.0 85.0 82.0 59.0 86.0 71.0 85.0 86.0 12.0 5.0 5.0 5.0 9.0 88.2 2007.0 2022 15.0 Defending
36 173731 G. Bale 28 Wales 88 88 Real Madrid 60 355.0 2279 Left 4.0 3.0 4.0 High/ Medium Lean Yes ST 2013-09-02 2022-01-01 73 181 89 89 89 89 89 89 89 89 88 88 88 88 83 83 83 88 76 73 73 73 76 74 70 70 70 74 87.0 86.0 84.0 85.0 85.0 87.0 90.0 87.0 80.0 85.0 94.0 95.0 82.0 85.0 65.0 92.0 87.0 75.0 80.0 91.0 65.0 59.0 85.0 79.0 76.0 86.0 54.0 55.0 52.0 15.0 15.0 11.0 5.0 6.0 123 2013.0 2022 9.0 Attacking
37 167948 H. Lloris 31 France 88 88 Tottenham Hotspur 36 150.0 1335 Left 4.0 1.0 1.0 Medium/ Medium Lean Yes GK 2012-08-01 2022-01-01 74 181 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 10.0 10.0 50.0 11.0 10.0 11.0 10.0 50.0 34.0 65.0 62.0 55.0 85.0 54.0 23.0 74.0 41.0 43.0 14.0 31.0 27.0 10.0 30.0 40.0 65.0 29.0 10.0 18.0 88.0 84.0 68.0 83.0 92.0 66.6 2012.0 2022 10.0 Goalkeeper
38 167664 G. Higuaín 30 Argentina 88 88 Milan 57 245.0 1965 Right 4.0 4.0 3.0 High/ Medium Normal Yes LS NaT 2019-06-30 73 196 88 88 88 84 86 86 86 84 83 83 83 81 74 74 74 81 58 56 56 56 58 54 51 51 51 54 68.0 92.0 80.0 75.0 90.0 84.0 74.0 62.0 59.0 85.0 73.0 73.0 75.0 86.0 69.0 86.0 79.0 70.0 85.0 80.0 50.0 20.0 92.0 74.0 70.0 86.0 35.0 22.0 18.0 5.0 12.0 7.0 5.0 10.0 19.8 2017.0 2019 2.0 Attacking
39 164240 Thiago Silva 33 Brazil 88 88 Paris Saint-Germain 24 165.0 2077 Right 4.0 3.0 2.0 Medium/ High Normal Yes RCB 2012-07-01 2020-01-01 72 181 69 69 69 69 70 70 70 69 73 73 73 72 78 78 78 72 81 85 85 85 81 83 87 87 87 83 60.0 38.0 81.0 80.0 63.0 62.0 61.0 64.0 80.0 80.0 70.0 72.0 68.0 82.0 68.0 71.0 90.0 74.0 82.0 68.0 76.0 89.0 59.0 72.0 60.0 81.0 88.0 89.0 85.0 9.0 12.0 5.0 9.0 10.0 44.4 2012.0 2020 8.0 Defending
40 162835 S. Handanovič 33 Slovenia 88 88 Inter 30 110.0 1262 Right 3.0 2.0 1.0 Medium/ Medium Normal Yes GK 2012-07-01 2021-01-01 76 203 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 10.0 10.0 36.0 12.0 12.0 12.0 14.0 34.0 16.0 51.0 55.0 47.0 83.0 36.0 22.0 78.0 41.0 71.0 19.0 25.0 22.0 12.0 41.0 23.0 69.0 25.0 10.0 13.0 87.0 86.0 69.0 89.0 89.0 51 2012.0 2021 9.0 Goalkeeper
41 1179 G. Buffon 40 Italy 88 88 Paris Saint-Germain 4 77.0 1334 Right 4.0 2.0 1.0 Medium/ Medium Normal Yes GK 2018-07-06 2019-01-01 76 203 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 15.0 13.0 37.0 17.0 26.0 20.0 13.0 35.0 28.0 49.0 43.0 55.0 79.0 49.0 39.0 75.0 39.0 69.0 13.0 38.0 28.0 12.0 50.0 22.0 70.0 13.0 11.0 11.0 88.0 87.0 74.0 90.0 83.0 7.4 2018.0 2019 1.0 Goalkeeper
42 205600 S. Umtiti 24 France 87 92 FC Barcelona 57 205.0 2147 Left 3.0 3.0 2.0 Medium/ High Normal Yes CB 2016-07-12 2023-01-01 72 165 73 73 73 72 72 72 72 72 72 72 72 73 76 76 76 73 83 84 84 84 83 84 87 87 87 84 69.0 51.0 79.0 81.0 70.0 69.0 72.0 62.0 73.0 77.0 71.0 73.0 68.0 82.0 66.0 83.0 89.0 78.0 84.0 74.0 81.0 87.0 58.0 58.0 61.0 82.0 90.0 89.0 86.0 15.0 10.0 14.0 12.0 15.0 121.1 2016.0 2023 7.0 Defending
43 201399 M. Icardi 25 Argentina 87 90 Inter 64.5 130.0 1940 Right 3.0 4.0 3.0 Medium/ Low Normal Yes ST 2013-07-09 2021-01-01 71 165 87 87 87 79 84 84 84 79 79 79 79 77 71 71 71 77 57 56 56 56 57 55 54 54 54 55 46.0 91.0 91.0 73.0 85.0 77.0 58.0 45.0 54.0 81.0 77.0 78.0 76.0 88.0 76.0 84.0 94.0 72.0 76.0 70.0 56.0 22.0 92.0 64.0 82.0 85.0 45.0 24.0 20.0 13.0 9.0 5.0 7.0 9.0 114.5 2013.0 2021 8.0 Attacking
44 201024 K. Koulibaly 27 Senegal 87 90 Napoli 51 115.0 1660 Right 3.0 3.0 2.0 High/ High Normal Yes LCB 2014-07-01 2021-01-01 74 196 55 55 55 54 55 55 55 54 55 55 55 58 61 61 61 58 74 78 78 78 74 78 87 87 87 78 30.0 19.0 81.0 66.0 14.0 66.0 28.0 28.0 56.0 60.0 68.0 75.0 50.0 80.0 40.0 55.0 81.0 71.0 94.0 15.0 87.0 88.0 24.0 43.0 33.0 78.0 91.0 88.0 86.0 7.0 11.0 7.0 13.0 5.0 90.5 2014.0 2021 7.0 Defending
45 195864 P. Pogba 25 France 87 91 Manchester United 64 210.0 2247 Right 4.0 4.0 5.0 High/ Low Normal Yes RDM 2016-08-09 2021-01-01 76 185 84 84 84 85 85 85 85 85 86 86 86 86 87 87 87 86 80 81 81 81 80 78 77 77 77 78 80.0 73.0 73.0 86.0 85.0 87.0 84.0 82.0 90.0 90.0 71.0 79.0 74.0 81.0 64.0 90.0 83.0 88.0 89.0 81.0 78.0 66.0 81.0 87.0 81.0 87.0 66.0 70.0 68.0 5.0 6.0 2.0 4.0 3.0 123.2 2016.0 2021 5.0 Midfield
46 193041 K. Navas 31 Costa Rica 87 87 Real Madrid 30.5 195.0 1345 Right 3.0 3.0 1.0 Medium/ Medium Normal Yes GK 2014-08-03 2020-01-01 73 176 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 15.0 11.0 30.0 11.0 16.0 11.0 15.0 37.0 19.0 54.0 53.0 60.0 84.0 61.0 21.0 74.0 39.0 75.0 13.0 32.0 20.0 16.0 68.0 25.0 67.0 28.0 14.0 14.0 90.0 81.0 75.0 82.0 90.0 62.5 2014.0 2020 6.0 Goalkeeper
47 192505 R. Lukaku 25 Belgium 87 89 Manchester United 62.5 230.0 2031 Left 3.0 3.0 3.0 Medium/ Medium Stocky Yes ST 2017-07-10 2022-01-01 75 207 87 87 87 82 84 84 84 82 81 81 81 82 75 75 75 82 63 61 61 61 63 60 57 57 57 60 78.0 87.0 86.0 77.0 79.0 80.0 74.0 66.0 73.0 72.0 77.0 90.0 60.0 86.0 46.0 88.0 71.0 84.0 94.0 74.0 75.0 27.0 89.0 76.0 78.0 83.0 30.0 30.0 30.0 8.0 15.0 14.0 7.0 10.0 120.3 2017.0 2022 5.0 Attacking
48 192387 C. Immobile 28 Italy 87 87 Lazio 52 115.0 2009 Right 3.0 4.0 3.0 High/ Medium Normal Yes ST 2016-07-27 2023-01-01 73 187 87 87 87 82 85 85 85 82 81 81 81 80 73 73 73 80 63 61 61 61 63 61 58 58 58 61 55.0 90.0 81.0 74.0 87.0 83.0 70.0 51.0 49.0 83.0 78.0 85.0 77.0 87.0 63.0 86.0 77.0 80.0 76.0 80.0 77.0 40.0 91.0 65.0 78.0 81.0 34.0 33.0 32.0 6.0 8.0 15.0 12.0 6.0 88.4 2016.0 2023 7.0 Attacking
49 189332 Jordi Alba 29 Spain 87 87 FC Barcelona 38 250.0 2230 Left 3.0 3.0 3.0 High/ Medium Normal Yes LB 2012-07-01 2020-01-01 67 150 79 79 79 84 82 82 82 84 82 82 82 85 82 82 82 85 87 83 83 83 87 87 81 81 81 87 87.0 73.0 70.0 84.0 60.0 80.0 80.0 63.0 74.0 84.0 93.0 93.0 90.0 83.0 85.0 64.0 81.0 91.0 61.0 66.0 75.0 84.0 79.0 70.0 59.0 79.0 72.0 84.0 85.0 13.0 15.0 13.0 6.0 13.0 77.9 2012.0 2020 8.0 Defending
50 175943 D. Mertens 31 Belgium 87 87 Napoli 45 135.0 2043 Right 3.0 4.0 4.0 High/ Low Normal Yes RF 2013-07-01 2020-01-01 67 134 81 81 81 89 88 88 88 89 89 89 89 88 81 81 81 88 68 63 63 63 68 63 49 49 49 63 77.0 86.0 35.0 82.0 70.0 91.0 82.0 79.0 74.0 89.0 93.0 85.0 94.0 88.0 92.0 80.0 60.0 75.0 42.0 81.0 59.0 36.0 87.0 83.0 79.0 81.0 25.0 40.0 40.0 7.0 10.0 8.0 10.0 4.0 76.5 2013.0 2020 7.0 Attacking
51 172871 J. Vertonghen 31 Belgium 87 87 Tottenham Hotspur 34 155.0 2079 Left 3.0 3.0 3.0 High/ High Normal Yes LCB 2012-07-01 2019-01-01 74 190 72 72 72 71 72 72 72 71 73 73 73 73 77 77 77 73 82 84 84 84 82 83 87 87 87 83 68.0 56.0 80.0 79.0 52.0 71.0 58.0 73.0 74.0 76.0 61.0 65.0 61.0 84.0 60.0 80.0 85.0 75.0 79.0 66.0 84.0 89.0 60.0 68.0 66.0 83.0 90.0 87.0 88.0 6.0 10.0 9.0 12.0 7.0 62.9 2012.0 2019 7.0 Defending
52 171877 M. Hamšík 30 Slovakia 87 87 Napoli 46.5 125.0 2188 Right 3.0 5.0 3.0 High/ Medium Normal Yes LCM 2007-07-01 2020-01-01 72 174 84 84 84 85 86 86 86 85 87 87 87 85 87 87 87 85 80 81 81 81 80 78 75 75 75 78 78.0 79.0 74.0 88.0 79.0 86.0 80.0 72.0 83.0 87.0 69.0 68.0 76.0 88.0 66.0 82.0 71.0 84.0 67.0 83.0 56.0 72.0 88.0 86.0 70.0 84.0 75.0 73.0 62.0 8.0 6.0 4.0 14.0 14.0 79.1 2007.0 2020 13.0 Midfield
53 168651 I. Rakitić 30 Croatia 87 87 FC Barcelona 46.5 260.0 2184 Right 4.0 3.0 3.0 High/ High Normal Yes RCM 2014-07-01 2021-01-01 72 172 80 80 80 83 84 84 84 83 85 85 85 84 87 87 87 84 80 82 82 82 80 78 73 73 73 78 84.0 83.0 58.0 87.0 80.0 84.0 88.0 84.0 90.0 87.0 66.0 59.0 72.0 77.0 66.0 84.0 39.0 84.0 66.0 90.0 67.0 75.0 79.0 86.0 82.0 81.0 72.0 74.0 70.0 14.0 11.0 12.0 5.0 9.0 95.3 2014.0 2021 7.0 Midfield
54 152729 Piqué 31 Spain 87 87 FC Barcelona 34 240.0 1950 Right 4.0 3.0 2.0 High/ Medium Normal Yes RCB 2008-07-01 2022-01-01 76 187 71 71 71 67 69 69 69 67 70 70 70 69 76 76 76 69 78 84 84 84 78 80 86 86 86 80 57.0 64.0 83.0 81.0 57.0 59.0 58.0 43.0 80.0 78.0 49.0 60.0 58.0 84.0 36.0 62.0 74.0 65.0 83.0 51.0 72.0 88.0 58.0 62.0 69.0 86.0 91.0 86.0 84.0 10.0 11.0 14.0 15.0 8.0 69.7 2008.0 2022 14.0 Defending
55 222492 L. Sané 22 Germany 86 92 Manchester City 61 195.0 2090 Left 2.0 3.0 4.0 High/ Medium Lean Yes LW 2016-08-02 2021-01-01 72 165 84 84 84 86 86 86 86 86 84 84 84 85 76 76 76 85 67 61 61 61 67 63 54 54 54 63 83.0 81.0 72.0 79.0 85.0 88.0 82.0 68.0 64.0 85.0 93.0 96.0 88.0 81.0 81.0 86.0 64.0 79.0 70.0 78.0 61.0 34.0 84.0 82.0 71.0 78.0 36.0 32.0 35.0 8.0 12.0 9.0 9.0 14.0 125.1 2016.0 2021 5.0 Attacking
56 218667 Bernardo Silva 23 Portugal 86 91 Manchester City 59.5 180.0 2039 Left 2.0 3.0 4.0 High/ Medium Lean Yes RW 2017-07-01 2022-01-01 68 141 77 77 77 86 84 84 84 86 86 86 86 86 82 82 82 86 70 67 67 67 70 65 55 55 55 65 85.0 75.0 51.0 85.0 69.0 92.0 83.0 67.0 79.0 91.0 84.0 74.0 90.0 82.0 88.0 70.0 50.0 78.0 48.0 72.0 58.0 49.0 83.0 86.0 68.0 85.0 49.0 44.0 35.0 9.0 10.0 14.0 12.0 9.0 114.5 2017.0 2022 5.0 Attacking
57 210257 Ederson 24 Brazil 86 90 Manchester City 41.5 125.0 1463 Left 2.0 3.0 1.0 Medium/ Medium Normal Yes GK 2017-07-01 2025-01-01 74 190 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 20.0 14.0 14.0 56.0 18.0 23.0 15.0 20.0 58.0 37.0 64.0 63.0 60.0 86.0 48.0 42.0 58.0 41.0 68.0 18.0 35.0 25.0 20.0 67.0 17.0 70.0 28.0 15.0 8.0 85.0 80.0 91.0 82.0 87.0 79.9 2017.0 2025 8.0 Goalkeeper
58 208722 S. Mané 26 Senegal 86 87 Liverpool 52 195.0 2110 Right 3.0 4.0 4.0 High/ Medium Lean Yes LM 2016-07-01 2023-01-01 69 152 84 84 84 87 87 87 87 87 86 86 86 86 80 80 80 86 69 66 66 66 69 65 58 58 58 65 73.0 84.0 62.0 79.0 71.0 87.0 74.0 64.0 71.0 86.0 95.0 93.0 91.0 86.0 86.0 82.0 75.0 84.0 67.0 74.0 73.0 35.0 87.0 82.0 71.0 80.0 42.0 42.0 38.0 10.0 10.0 15.0 7.0 14.0 102.7 2016.0 2023 7.0 Midfield
59 203376 V. van Dijk 26 Netherlands 86 88 Liverpool 44.5 165.0 2046 Right 3.0 3.0 2.0 Medium/ Medium Normal Yes LCB 2018-01-01 2023-01-01 76 203 71 71 71 68 69 69 69 68 70 70 70 70 74 74 74 70 79 83 83 83 79 81 88 88 88 81 53.0 52.0 82.0 76.0 45.0 70.0 60.0 70.0 78.0 73.0 74.0 77.0 61.0 85.0 49.0 81.0 85.0 71.0 92.0 64.0 81.0 86.0 41.0 59.0 62.0 83.0 88.0 89.0 84.0 13.0 10.0 13.0 11.0 11.0 87.9 2018.0 2023 5.0 Defending
60 202652 R. Sterling 23 England 86 89 Manchester City 56.5 195.0 2036 Right 3.0 3.0 4.0 High/ Medium Lean Yes RW 2015-07-14 2023-01-01 67 152 79 79 79 87 86 86 86 87 86 86 86 87 80 80 80 87 72 66 66 66 72 69 55 55 55 69 77.0 77.0 38.0 84.0 67.0 88.0 70.0 63.0 69.0 87.0 95.0 92.0 93.0 87.0 93.0 73.0 57.0 78.0 52.0 73.0 38.0 30.0 87.0 77.0 69.0 77.0 47.0 58.0 54.0 15.0 12.0 12.0 15.0 9.0 108.8 2015.0 2023 8.0 Attacking
61 201942 Roberto Firmino 26 Brazil 86 87 Liverpool 53 195.0 2187 Right 3.0 4.0 4.0 High/ High Lean Yes CAM 2015-07-06 2023-01-01 71 168 86 86 86 86 87 87 87 86 87 87 87 86 85 85 85 86 75 76 76 76 75 72 70 70 70 72 72.0 87.0 77.0 86.0 81.0 87.0 80.0 65.0 75.0 88.0 78.0 77.0 80.0 86.0 81.0 81.0 81.0 90.0 74.0 76.0 73.0 58.0 87.0 85.0 72.0 87.0 60.0 64.0 42.0 8.0 11.0 9.0 6.0 10.0 104.7 2015.0 2023 8.0 Midfield
62 201535 R. Varane 25 France 86 91 Real Madrid 50 210.0 1895 Right 3.0 3.0 2.0 Medium/ High Lean Yes RCB 2011-07-01 2022-01-01 75 179 65 65 65 64 66 66 66 64 67 67 67 67 72 72 72 67 78 82 82 82 78 81 86 86 86 81 36.0 40.0 83.0 75.0 42.0 57.0 46.0 54.0 76.0 77.0 83.0 85.0 63.0 83.0 40.0 52.0 79.0 73.0 84.0 53.0 77.0 82.0 44.0 56.0 43.0 82.0 87.0 88.0 87.0 11.0 11.0 9.0 5.0 14.0 106.3 2011.0 2022 11.0 Defending
63 199556 M. Verratti 25 Italy 86 89 Paris Saint-Germain 55 135.0 2149 Right 3.0 4.0 4.0 Medium/ High Normal Yes LCM 2012-07-18 2021-01-01 65 132 72 72 72 81 80 80 80 81 84 84 84 83 87 87 87 83 83 86 86 86 83 81 79 79 79 81 72.0 60.0 55.0 90.0 64.0 90.0 73.0 64.0 89.0 88.0 69.0 62.0 87.0 85.0 94.0 56.0 64.0 77.0 52.0 58.0 89.0 84.0 71.0 87.0 64.0 93.0 78.0 83.0 80.0 12.0 12.0 15.0 15.0 10.0 105.9 2012.0 2021 9.0 Midfield
64 191043 Alex Sandro 27 Brazil 86 86 Juventus 36.5 160.0 2198 Left 3.0 3.0 3.0 High/ High Normal Yes LB 2015-08-21 2020-01-01 71 176 77 77 77 80 78 78 78 80 79 79 79 81 80 80 80 81 86 84 84 84 86 86 84 84 84 86 84.0 55.0 76.0 81.0 68.0 80.0 78.0 59.0 71.0 81.0 83.0 86.0 79.0 84.0 78.0 80.0 79.0 92.0 79.0 72.0 82.0 82.0 70.0 70.0 60.0 82.0 81.0 84.0 84.0 7.0 7.0 9.0 12.0 5.0 60.2 2015.0 2020 5.0 Defending
65 190483 Douglas Costa 27 Brazil 86 86 Juventus 46.5 175.0 2111 Left 3.0 3.0 5.0 High/ Medium Normal Yes LM 2018-07-01 2022-01-01 68 154 80 80 80 88 86 86 86 88 87 87 87 87 81 81 81 87 72 66 66 66 72 67 56 56 56 67 84.0 67.0 50.0 84.0 76.0 92.0 84.0 78.0 68.0 91.0 97.0 93.0 93.0 84.0 91.0 86.0 61.0 78.0 63.0 80.0 55.0 48.0 76.0 84.0 77.0 84.0 45.0 38.0 34.0 13.0 15.0 9.0 12.0 5.0 76.7 2018.0 2022 4.0 Midfield
66 189596 T. Müller 28 Germany 86 86 FC Bayern München 45 135.0 2097 Right 4.0 4.0 3.0 High/ High Lean Yes CAM 2008-08-10 2021-01-01 73 165 85 85 85 84 85 85 85 84 85 85 85 84 82 82 82 84 71 69 69 69 71 69 62 62 62 69 79.0 87.0 82.0 83.0 84.0 75.0 81.0 59.0 72.0 82.0 73.0 75.0 75.0 91.0 72.0 78.0 81.0 87.0 68.0 80.0 57.0 58.0 92.0 85.0 60.0 83.0 44.0 41.0 44.0 6.0 7.0 11.0 14.0 14.0 74.3 2008.0 2021 13.0 Midfield
67 189509 Thiago 27 Spain 86 86 FC Bayern München 45.5 130.0 2190 Right 3.0 3.0 5.0 Medium/ Medium Normal Yes CM 2013-07-14 2021-01-01 69 154 78 78 78 85 84 84 84 85 87 87 87 85 87 87 87 85 79 80 80 80 79 76 70 70 70 76 72.0 69.0 54.0 90.0 90.0 90.0 85.0 77.0 87.0 90.0 78.0 69.0 90.0 84.0 86.0 75.0 75.0 75.0 59.0 79.0 57.0 78.0 79.0 86.0 75.0 85.0 67.0 63.0 65.0 6.0 11.0 7.0 9.0 13.0 75.1 2013.0 2021 8.0 Midfield
68 188350 M. Reus 29 Germany 86 86 Borussia Dortmund 43.5 100.0 2172 Right 4.0 4.0 4.0 High/ Medium Lean Yes LM 2012-07-01 2023-01-01 71 157 85 85 85 88 88 88 88 88 88 88 88 87 82 82 82 87 71 67 67 67 71 67 57 57 57 67 79.0 87.0 49.0 86.0 90.0 87.0 89.0 84.0 75.0 86.0 86.0 85.0 86.0 87.0 81.0 88.0 70.0 73.0 67.0 86.0 49.0 50.0 88.0 86.0 89.0 84.0 47.0 36.0 45.0 12.0 12.0 13.0 13.0 11.0 74 2012.0 2023 11.0 Midfield
69 184432 Azpilicueta 28 Spain 86 86 Chelsea 35 175.0 2114 Right 3.0 3.0 2.0 Medium/ Medium Normal Yes RB 2012-08-24 2022-01-01 70 168 70 70 70 74 73 73 73 74 75 75 75 77 80 80 80 77 86 86 86 86 86 87 86 86 86 87 81.0 46.0 76.0 81.0 51.0 69.0 68.0 58.0 80.0 77.0 76.0 76.0 72.0 88.0 73.0 68.0 76.0 87.0 71.0 60.0 82.0 89.0 62.0 74.0 66.0 78.0 88.0 90.0 86.0 13.0 9.0 10.0 6.0 5.0 64.8 2012.0 2022 10.0 Defending
70 184344 L. Bonucci 31 Italy 86 86 Juventus 30 160.0 1978 Right 3.0 3.0 2.0 Low/ High Lean Yes RCB 2018-08-02 2023-01-01 75 187 68 68 68 66 68 68 68 66 71 71 71 68 77 77 77 68 77 85 85 85 77 79 87 87 87 79 44.0 48.0 86.0 77.0 58.0 69.0 56.0 61.0 85.0 75.0 57.0 65.0 60.0 84.0 52.0 74.0 85.0 71.0 83.0 65.0 82.0 90.0 38.0 74.0 70.0 86.0 90.0 86.0 80.0 2.0 2.0 3.0 2.0 4.0 49.5 2018.0 2023 5.0 Defending
71 184087 T. Alderweireld 29 Belgium 86 87 Tottenham Hotspur 39 150.0 2047 Right 3.0 3.0 2.0 Medium/ Medium Normal Yes RCB 2015-07-08 2020-01-01 73 179 69 69 69 68 69 69 69 68 71 71 71 71 78 78 78 71 81 85 85 85 81 82 87 87 87 82 64.0 45.0 82.0 79.0 38.0 62.0 63.0 69.0 85.0 74.0 61.0 66.0 60.0 86.0 50.0 78.0 84.0 74.0 79.0 65.0 80.0 87.0 58.0 67.0 58.0 81.0 90.0 91.0 86.0 16.0 6.0 14.0 16.0 14.0 75.1 2015.0 2020 5.0 Defending
72 180206 M. Pjanić 28 Bosnia Herzegovina 86 86 Juventus 44 180.0 2182 Right 3.0 4.0 3.0 Medium/ Medium Normal Yes CDM 2016-07-01 2023-01-01 70 159 75 75 75 82 81 81 81 82 84 84 84 83 86 86 86 83 81 83 83 83 81 79 76 76 76 79 80.0 60.0 60.0 89.0 72.0 86.0 86.0 92.0 85.0 89.0 66.0 66.0 77.0 84.0 79.0 78.0 61.0 78.0 66.0 82.0 70.0 78.0 70.0 88.0 79.0 86.0 75.0 74.0 70.0 7.0 7.0 13.0 7.0 8.0 72.6 2016.0 2023 7.0 Midfield
73 177509 M. Benatia 31 Morocco 86 86 Juventus 30 160.0 1803 Right 3.0 3.0 2.0 Medium/ High Normal Yes CB 2014-08-26 2020-01-01 74 207 64 64 64 60 61 61 61 60 60 60 60 63 65 65 65 63 76 79 79 79 76 78 87 87 87 78 45.0 47.0 83.0 65.0 44.0 64.0 34.0 27.0 65.0 64.0 65.0 75.0 59.0 82.0 53.0 66.0 85.0 69.0 91.0 24.0 86.0 86.0 38.0 47.0 41.0 82.0 89.0 87.0 85.0 7.0 4.0 8.0 7.0 11.0 49.5 2014.0 2020 6.0 Defending
74 176635 M. Özil 29 Germany 86 86 Arsenal 43.5 190.0 1911 Left 4.0 2.0 4.0 Medium/ Low Lean Yes CAM 2013-09-02 2021-01-01 71 168 78 78 78 85 84 84 84 85 87 87 87 85 81 81 81 85 60 59 59 59 60 55 43 43 43 55 83.0 73.0 54.0 89.0 80.0 84.0 84.0 77.0 82.0 90.0 72.0 69.0 79.0 84.0 70.0 70.0 48.0 69.0 57.0 75.0 48.0 24.0 83.0 91.0 67.0 82.0 24.0 16.0 19.0 6.0 14.0 10.0 6.0 14.0 82.7 2013.0 2021 8.0 Midfield
75 135507 Fernandinho 33 Brazil 86 86 Manchester City 18 185.0 2183 Right 3.0 4.0 3.0 Medium/ High Lean Yes CDM 2013-07-01 2020-01-01 70 148 77 77 77 78 79 79 79 78 80 80 80 79 83 83 83 79 82 86 86 86 82 82 84 84 84 82 68.0 69.0 63.0 85.0 74.0 77.0 70.0 72.0 81.0 82.0 68.0 67.0 72.0 86.0 78.0 83.0 76.0 79.0 76.0 78.0 87.0 88.0 70.0 75.0 61.0 79.0 85.0 85.0 80.0 12.0 11.0 5.0 13.0 7.0 33.3 2013.0 2020 7.0 Midfield
77 232363 M. Škriniar 23 Slovakia 85 92 Inter 46.5 82.0 1800 Right 1.0 4.0 2.0 Medium/ High Normal No LCB 2017-07-07 2022-01-01 74 176 59 59 59 58 59 59 59 58 60 60 60 62 67 67 67 62 75 80 80 80 75 78 85 85 85 78 40.0 42.0 80.0 70.0 40.0 59.0 34.0 30.0 68.0 67.0 70.0 73.0 48.0 81.0 48.0 50.0 78.0 77.0 83.0 30.0 86.0 86.0 30.0 57.0 56.0 80.0 92.0 88.0 82.0 10.0 13.0 12.0 8.0 12.0 88.4 2017.0 2022 5.0 Defending
78 223848 S. Milinković-Savić 23 Serbia 85 90 Lazio 50.5 73.0 2206 Right 2.0 4.0 4.0 High/ Medium Normal Yes CM 2015-08-06 2023-01-01 75 168 83 83 83 81 83 83 83 81 84 84 84 82 85 85 85 82 79 82 82 82 79 78 81 81 81 78 64.0 80.0 86.0 85.0 74.0 86.0 78.0 75.0 85.0 87.0 68.0 70.0 66.0 80.0 59.0 83.0 85.0 85.0 88.0 80.0 73.0 78.0 79.0 85.0 56.0 82.0 75.0 77.0 72.0 7.0 10.0 7.0 16.0 7.0 89.6 2015.0 2023 8.0 Midfield
79 220834 Marco Asensio 22 Spain 85 92 Real Madrid 54 215.0 2050 Left 3.0 3.0 4.0 High/ Medium Normal Yes RW 2015-07-01 2023-01-01 72 168 82 82 82 86 86 86 86 86 86 86 86 86 82 82 82 86 69 66 66 66 69 65 54 54 54 65 82.0 82.0 50.0 83.0 79.0 86.0 83.0 76.0 82.0 85.0 85.0 82.0 79.0 82.0 76.0 86.0 58.0 76.0 61.0 88.0 45.0 45.0 82.0 84.0 62.0 83.0 40.0 42.0 39.0 13.0 9.0 6.0 12.0 10.0 121.5 2015.0 2023 8.0 Attacking
81 212831 Alisson 25 Brazil 85 90 Liverpool 36.5 115.0 1320 Right 3.0 3.0 1.0 Medium/ Medium Normal Yes GK 2018-07-19 2024-01-01 75 201 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 13.0 19.0 45.0 20.0 27.0 19.0 18.0 44.0 30.0 54.0 45.0 40.0 84.0 37.0 21.0 52.0 32.0 78.0 14.0 27.0 11.0 13.0 66.0 23.0 65.0 15.0 19.0 16.0 83.0 81.0 85.0 84.0 88.0 72.1 2018.0 2024 6.0 Goalkeeper
82 212622 J. Kimmich 23 Germany 85 88 FC Bayern München 40.5 92.0 2185 Right 3.0 4.0 3.0 High/ Low Lean Yes RCM 2015-07-01 2023-01-01 69 154 78 78 78 82 81 81 81 82 82 82 82 84 84 84 84 84 84 83 83 83 84 83 80 80 80 83 90.0 66.0 74.0 85.0 61.0 80.0 81.0 61.0 80.0 85.0 78.0 68.0 84.0 85.0 83.0 75.0 79.0 85.0 65.0 69.0 74.0 79.0 80.0 79.0 44.0 82.0 75.0 81.0 79.0 8.0 15.0 7.0 15.0 15.0 69.9 2015.0 2023 8.0 Midfield
83 208421 Saúl 23 Spain 85 90 Atlético Madrid 50.5 77.0 2196 Left 3.0 4.0 3.0 High/ High Lean Yes RCM 2013-07-01 2026-01-01 72 170 83 83 83 82 84 84 84 82 84 84 84 83 85 85 85 83 81 83 83 83 81 81 81 81 81 81 69.0 78.0 83.0 85.0 76.0 83.0 72.0 60.0 83.0 85.0 74.0 73.0 76.0 82.0 69.0 78.0 79.0 86.0 77.0 79.0 69.0 78.0 82.0 82.0 55.0 83.0 77.0 79.0 76.0 7.0 13.0 12.0 10.0 9.0 107.3 2013.0 2026 13.0 Midfield
84 204485 R. Mahrez 27 Algeria 85 85 Manchester City 40.5 205.0 2031 Left 3.0 4.0 5.0 Medium/ Medium Lean Yes RW 2018-07-10 2023-01-01 70 148 80 80 80 87 85 85 85 87 86 86 86 86 80 80 80 86 66 62 62 62 66 60 50 50 50 60 81.0 80.0 48.0 82.0 72.0 91.0 84.0 78.0 76.0 90.0 88.0 83.0 93.0 77.0 88.0 79.0 61.0 76.0 54.0 81.0 48.0 39.0 80.0 81.0 73.0 86.0 45.0 31.0 18.0 15.0 9.0 13.0 11.0 6.0 74.9 2018.0 2023 5.0 Attacking
85 197445 D. Alaba 26 Austria 85 87 FC Bayern München 38 110.0 2261 Left 4.0 4.0 3.0 High/ Medium Lean Yes LB 2010-02-10 2021-01-01 71 168 79 79 79 81 81 81 81 81 82 82 82 82 83 83 83 82 85 84 84 84 85 85 82 82 82 85 81.0 63.0 75.0 82.0 68.0 79.0 78.0 84.0 80.0 83.0 79.0 86.0 79.0 84.0 77.0 83.0 82.0 87.0 71.0 82.0 69.0 84.0 76.0 77.0 80.0 79.0 80.0 82.0 80.0 5.0 7.0 14.0 15.0 9.0 65.6 2010.0 2021 11.0 Defending
86 193747 Koke 26 Spain 85 86 Atlético Madrid 45 88.0 2175 Right 3.0 4.0 3.0 High/ High Normal Yes LM 2011-01-01 2019-01-01 69 163 80 80 80 84 84 84 84 84 86 86 86 86 87 87 87 86 79 81 81 81 79 76 73 73 73 76 86.0 72.0 61.0 90.0 56.0 82.0 85.0 76.0 89.0 86.0 71.0 68.0 74.0 85.0 78.0 84.0 61.0 90.0 79.0 81.0 71.0 66.0 84.0 87.0 59.0 78.0 80.0 69.0 51.0 14.0 12.0 5.0 10.0 13.0 95.6 2011.0 2019 8.0 Midfield
87 193301 A. Lacazette 27 France 85 86 Arsenal 45 180.0 2060 Right 3.0 4.0 4.0 High/ High Normal Yes ST 2017-07-05 2022-01-01 69 161 85 85 85 84 86 86 86 84 84 84 84 82 77 77 77 82 65 63 63 63 65 62 57 57 57 62 64.0 88.0 73.0 80.0 81.0 85.0 74.0 71.0 59.0 83.0 81.0 84.0 85.0 85.0 85.0 83.0 76.0 79.0 73.0 75.0 70.0 42.0 86.0 76.0 84.0 85.0 29.0 42.0 30.0 11.0 6.0 9.0 5.0 6.0 88.9 2017.0 2022 5.0 Attacking
88 192774 K. Manolas 27 Greece 85 87 Roma 37.5 96.0 1642 Right 3.0 2.0 2.0 Low/ High Normal No LCB 2014-08-26 2022-01-01 74 183 52 52 52 52 51 51 51 52 52 52 52 56 59 59 59 56 75 77 77 77 75 79 86 86 86 79 27.0 10.0 80.0 60.0 16.0 54.0 30.0 10.0 61.0 65.0 80.0 85.0 68.0 85.0 59.0 40.0 86.0 76.0 82.0 12.0 86.0 86.0 25.0 22.0 26.0 79.0 86.0 87.0 89.0 8.0 6.0 8.0 15.0 12.0 66.6 2014.0 2022 8.0 Defending
89 192366 N. Otamendi 30 Argentina 85 85 Manchester City 28.5 170.0 1916 Right 3.0 3.0 2.0 High/ High Normal Yes CB 2015-08-20 2022-01-01 72 179 67 67 67 62 64 64 64 62 65 65 65 64 70 70 70 64 75 80 80 80 75 77 85 85 85 77 52.0 54.0 85.0 75.0 57.0 51.0 50.0 39.0 72.0 70.0 57.0 61.0 64.0 79.0 62.0 69.0 92.0 67.0 80.0 56.0 91.0 84.0 51.0 53.0 45.0 80.0 83.0 85.0 84.0 12.0 5.0 8.0 11.0 12.0 52.7 2015.0 2022 7.0 Defending
92 186153 W. Szczęsny 28 Poland 85 87 Juventus 32 125.0 1270 Right 3.0 3.0 1.0 Medium/ Medium Lean Yes GK 2017-07-19 2021-01-01 77 198 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 12.0 16.0 32.0 14.0 11.0 16.0 14.0 36.0 22.0 51.0 47.0 55.0 82.0 51.0 15.0 71.0 45.0 65.0 14.0 40.0 15.0 14.0 48.0 18.0 65.0 20.0 13.0 12.0 85.0 81.0 71.0 85.0 87.0 55.2 2017.0 2021 4.0 Goalkeeper
93 184941 A. Sánchez 29 Chile 85 85 Manchester United 37.5 215.0 2172 Right 4.0 3.0 4.0 High/ High Normal Yes RW 2018-01-22 2022-01-01 67 163 84 84 84 85 85 85 85 85 85 85 85 85 80 80 80 85 68 67 67 67 68 65 60 60 60 65 77.0 80.0 73.0 77.0 83.0 87.0 79.0 78.0 75.0 86.0 86.0 79.0 90.0 83.0 87.0 84.0 87.0 83.0 72.0 81.0 79.0 46.0 84.0 82.0 77.0 84.0 38.0 44.0 35.0 10.0 10.0 15.0 12.0 13.0 69.4 2018.0 2022 4.0 Attacking
95 183907 J. Boateng 29 Germany 85 85 FC Bayern München 30 115.0 1948 Right 4.0 4.0 2.0 Medium/ Medium Stocky Yes RCB 2011-07-14 2021-01-01 76 198 66 66 66 66 67 67 67 66 69 69 69 70 75 75 75 70 79 83 83 83 79 81 86 86 86 81 69.0 34.0 85.0 75.0 52.0 64.0 53.0 31.0 83.0 70.0 67.0 72.0 56.0 82.0 52.0 78.0 74.0 69.0 91.0 58.0 81.0 81.0 47.0 75.0 46.0 84.0 84.0 87.0 87.0 7.0 12.0 15.0 6.0 5.0 49.5 2011.0 2021 10.0 Defending
96 181872 A. Vidal 31 Chile 85 85 FC Barcelona 26 205.0 2230 Right 4.0 4.0 3.0 Medium/ Medium Normal Yes CAM 2018-08-06 2021-01-01 71 165 81 81 81 79 81 81 81 79 81 81 81 79 84 84 84 79 82 86 86 86 82 83 86 86 86 83 76.0 75.0 82.0 83.0 78.0 76.0 76.0 68.0 79.0 82.0 60.0 55.0 74.0 84.0 75.0 86.0 85.0 83.0 79.0 85.0 93.0 84.0 80.0 80.0 81.0 81.0 82.0 87.0 86.0 4.0 2.0 4.0 2.0 4.0 53.3 2018.0 2021 3.0 Midfield
97 181458 I. Perišić 29 Croatia 85 85 Inter 37.5 110.0 2199 Right 3.0 5.0 4.0 Medium/ Medium Lean Yes LM 2015-09-01 2022-01-01 73 176 85 85 85 85 85 85 85 85 84 84 84 86 82 82 82 86 78 75 75 75 78 75 71 71 71 75 83.0 79.0 80.0 81.0 81.0 84.0 73.0 75.0 77.0 85.0 84.0 88.0 78.0 81.0 74.0 84.0 84.0 89.0 78.0 79.0 65.0 69.0 85.0 79.0 76.0 80.0 64.0 52.0 54.0 6.0 7.0 10.0 9.0 6.0 63.8 2015.0 2022 7.0 Midfield
98 180930 E. Džeko 32 Bosnia Herzegovina 85 85 Roma 30.5 115.0 1931 Right 3.0 5.0 2.0 Medium/ Medium Lean Yes ST 2015-07-01 2020-01-01 76 185 85 85 85 80 83 83 83 80 81 81 81 79 77 77 77 79 62 64 64 64 62 59 58 58 58 59 63.0 89.0 84.0 77.0 77.0 76.0 65.0 54.0 72.0 84.0 65.0 66.0 57.0 83.0 36.0 86.0 66.0 76.0 80.0 79.0 51.0 50.0 89.0 74.0 67.0 83.0 58.0 28.0 16.0 9.0 11.0 13.0 15.0 15.0 51.9 2015.0 2020 5.0 Attacking
99 179846 S. Khedira 31 Germany 85 85 Juventus 33 160.0 2154 Right 3.0 4.0 2.0 High/ High Normal Yes RCM 2015-07-01 2021-01-01 74 198 80 80 80 79 81 81 81 79 82 82 82 80 85 85 85 80 81 86 86 86 81 80 84 84 84 80 72.0 72.0 76.0 85.0 78.0 81.0 68.0 68.0 82.0 84.0 54.0 60.0 55.0 87.0 54.0 82.0 68.0 78.0 87.0 78.0 82.0 86.0 79.0 82.0 69.0 84.0 80.0 83.0 76.0 11.0 9.0 5.0 15.0 8.0 54.5 2015.0 2021 6.0 Midfield
100 179844 Diego Costa 29 Spain 85 85 Atlético Madrid 38.5 100.0 2003 Right 4.0 4.0 2.0 High/ Medium Normal Yes LS 2018-01-01 2021-01-01 74 190 85 85 85 79 82 82 82 79 78 78 78 78 72 72 72 78 64 64 64 64 64 62 64 64 64 62 65.0 87.0 82.0 65.0 81.0 77.0 62.0 59.0 52.0 83.0 74.0 76.0 58.0 85.0 53.0 83.0 64.0 76.0 92.0 74.0 93.0 40.0 87.0 74.0 75.0 83.0 58.0 39.0 34.0 11.0 13.0 12.0 8.0 11.0 78.9 2018.0 2021 3.0 Attacking
101 178518 R. Nainggolan 30 Belgium 85 85 Inter 35.5 105.0 2278 Right 3.0 3.0 3.0 High/ High Stocky Yes CAM 2018-07-01 2022-01-01 69 170 81 81 81 83 84 84 84 83 84 84 84 83 86 86 86 83 86 87 87 87 86 86 84 84 84 86 73.0 75.0 59.0 84.0 75.0 80.0 73.0 68.0 81.0 85.0 78.0 73.0 76.0 87.0 82.0 84.0 76.0 93.0 77.0 86.0 88.0 86.0 86.0 76.0 63.0 84.0 83.0 86.0 90.0 11.0 11.0 14.0 8.0 11.0 60.4 2018.0 2022 4.0 Midfield
103 170890 B. Matuidi 31 France 85 85 Juventus 26 145.0 2196 Left 3.0 2.0 2.0 High/ High Lean Yes LM 2017-08-18 2020-01-01 71 165 77 77 77 79 79 79 79 79 80 80 80 81 82 82 82 81 86 86 86 86 86 85 84 84 84 85 75.0 64.0 68.0 83.0 72.0 78.0 65.0 52.0 77.0 79.0 79.0 77.0 83.0 84.0 79.0 78.0 84.0 94.0 76.0 70.0 86.0 86.0 72.0 76.0 56.0 82.0 85.0 84.0 86.0 8.0 11.0 5.0 10.0 14.0 42.9 2017.0 2020 3.0 Midfield
104 168609 Miranda 33 Brazil 85 85 Inter 15.5 96.0 1879 Right 3.0 3.0 2.0 Medium/ High Lean Yes CB 2017-07-01 2020-01-01 73 172 65 65 65 64 65 65 65 64 65 65 65 66 70 70 70 66 77 81 81 81 77 79 86 86 86 79 48.0 43.0 80.0 70.0 51.0 67.0 32.0 39.0 69.0 73.0 66.0 69.0 61.0 81.0 57.0 70.0 82.0 65.0 79.0 41.0 83.0 85.0 43.0 58.0 49.0 81.0 90.0 90.0 85.0 12.0 6.0 10.0 13.0 12.0 26.4 2017.0 2020 3.0 Defending
105 165153 K. Benzema 30 France 85 85 Real Madrid 37 240.0 2000 Right 4.0 4.0 4.0 Medium/ Low Normal Yes ST 2009-07-09 2021-01-01 73 179 84 84 84 84 85 85 85 84 84 84 84 83 76 76 76 83 60 59 59 59 60 56 52 52 52 56 75.0 81.0 80.0 83.0 82.0 83.0 79.0 73.0 62.0 86.0 76.0 76.0 76.0 83.0 66.0 81.0 73.0 75.0 80.0 75.0 65.0 22.0 86.0 85.0 82.0 79.0 47.0 15.0 12.0 13.0 11.0 5.0 5.0 7.0 75.9 2009.0 2021 12.0 Attacking
106 164169 Filipe Luís 32 Brazil 85 85 Atlético Madrid 21.5 81.0 2145 Left 3.0 3.0 3.0 High/ Medium Lean Yes LB 2015-07-28 2019-01-01 72 163 75 75 75 78 77 77 77 78 78 78 78 80 81 81 81 80 86 84 84 84 86 85 83 83 83 85 86.0 59.0 72.0 80.0 56.0 77.0 74.0 75.0 77.0 83.0 76.0 75.0 75.0 85.0 62.0 71.0 71.0 89.0 74.0 60.0 81.0 84.0 71.0 70.0 65.0 88.0 78.0 84.0 86.0 11.0 15.0 9.0 9.0 5.0 44.1 2015.0 2019 4.0 Defending
107 139720 V. Kompany 32 Belgium 85 85 Manchester City 22 170.0 1898 Right 4.0 3.0 2.0 Medium/ High Normal Yes CB 2008-08-22 2019-01-01 75 187 66 66 66 63 64 64 64 63 65 65 65 65 70 70 70 65 76 80 80 80 76 78 86 86 86 78 61.0 45.0 84.0 73.0 46.0 63.0 61.0 52.0 66.0 70.0 52.0 59.0 57.0 87.0 41.0 75.0 72.0 66.0 87.0 55.0 87.0 82.0 41.0 59.0 63.0 81.0 87.0 85.0 84.0 10.0 9.0 5.0 8.0 6.0 40.7 2008.0 2019 11.0 Defending
110 220793 D. Sánchez 22 Colombia 84 88 Tottenham Hotspur 34 105.0 1809 Right 2.0 3.0 2.0 Medium/ High Normal Yes RCB 2017-08-26 2024-01-01 74 174 63 63 63 61 62 62 62 61 63 63 63 64 68 68 68 64 76 80 80 80 76 78 84 84 84 78 36.0 40.0 80.0 77.0 28.0 63.0 30.0 27.0 67.0 73.0 72.0 79.0 60.0 80.0 55.0 66.0 73.0 76.0 83.0 44.0 87.0 82.0 34.0 49.0 44.0 75.0 84.0 85.0 88.0 9.0 7.0 10.0 6.0 15.0 65.5 2017.0 2024 7.0 Defending
111 216460 J. Giménez 23 Uruguay 84 88 Atlético Madrid 34 63.0 1758 Right 2.0 3.0 2.0 Medium/ High Normal Yes RCB 2013-07-01 2023-01-01 73 176 58 58 58 53 53 53 53 53 52 52 52 55 58 58 58 55 73 75 75 75 73 76 85 85 85 76 47.0 37.0 81.0 68.0 30.0 47.0 36.0 44.0 58.0 56.0 69.0 70.0 56.0 76.0 43.0 72.0 92.0 67.0 85.0 48.0 89.0 85.0 24.0 27.0 38.0 73.0 88.0 86.0 87.0 9.0 11.0 7.0 10.0 15.0 72.3 2013.0 2023 10.0 Defending
113 212218 A. Laporte 24 France 84 88 Manchester City 34 135.0 1912 Left 2.0 3.0 2.0 Medium/ Medium Normal Yes LCB 2018-01-30 2023-01-01 74 187 66 66 66 63 65 65 65 63 65 65 65 66 72 72 72 66 77 81 81 81 77 79 84 84 84 79 58.0 45.0 85.0 76.0 40.0 59.0 61.0 69.0 78.0 73.0 62.0 66.0 45.0 83.0 55.0 68.0 75.0 67.0 82.0 47.0 75.0 85.0 54.0 57.0 44.0 77.0 85.0 86.0 87.0 10.0 11.0 5.0 14.0 5.0 65.5 2018.0 2023 5.0 Defending
115 212190 N. Süle 22 Germany 84 90 FC Bayern München 36.5 84.0 1648 Right 2.0 3.0 2.0 Medium/ Medium Stocky No CB 2017-07-01 2022-01-01 77 214 58 58 58 51 54 54 54 51 54 54 54 54 62 62 62 54 71 77 77 77 71 75 83 83 83 75 30.0 20.0 86.0 78.0 31.0 42.0 28.0 30.0 63.0 63.0 52.0 84.0 33.0 79.0 33.0 77.0 38.0 65.0 94.0 62.0 82.0 82.0 26.0 30.0 32.0 72.0 82.0 85.0 83.0 15.0 7.0 14.0 7.0 15.0 67.5 2017.0 2022 5.0 Defending
116 211300 A. Martial 22 France 84 90 Manchester United 42.5 165.0 2064 Right 3.0 3.0 4.0 Medium/ Medium Normal Yes LW 2015-09-01 2019-01-01 72 168 84 84 84 85 85 85 85 85 83 83 83 84 76 76 76 84 67 63 63 63 67 64 57 57 57 64 76.0 84.0 69.0 77.0 74.0 87.0 84.0 54.0 60.0 86.0 88.0 89.0 85.0 81.0 81.0 84.0 74.0 75.0 75.0 80.0 58.0 42.0 83.0 73.0 81.0 79.0 38.0 39.0 36.0 9.0 8.0 8.0 15.0 11.0 87.1 2015.0 2019 4.0 Attacking
117 211117 D. Alli 22 England 84 90 Tottenham Hotspur 42.5 115.0 2189 Right 3.0 3.0 4.0 High/ High Lean Yes LCM 2015-02-02 2024-01-01 74 176 84 84 84 84 85 85 85 84 86 86 86 84 86 86 86 84 79 81 81 81 79 78 76 76 76 78 69.0 83.0 77.0 85.0 79.0 83.0 75.0 68.0 80.0 85.0 73.0 76.0 76.0 85.0 62.0 78.0 67.0 90.0 71.0 80.0 84.0 74.0 86.0 85.0 74.0 86.0 70.0 70.0 63.0 7.0 6.0 9.0 11.0 8.0 87.1 2015.0 2024 9.0 Midfield
118 209499 Fabinho 24 Brazil 84 88 Liverpool 34 120.0 2164 Right 3.0 2.0 3.0 Medium/ Medium Lean No CDM 2018-07-01 2023-01-01 74 172 76 76 76 78 78 78 78 78 79 79 79 80 82 82 82 80 85 86 86 86 85 85 85 85 85 85 79.0 66.0 75.0 83.0 47.0 76.0 71.0 53.0 78.0 82.0 69.0 72.0 69.0 83.0 67.0 78.0 75.0 92.0 79.0 65.0 85.0 84.0 70.0 75.0 91.0 84.0 83.0 86.0 84.0 13.0 12.0 6.0 8.0 8.0 67.2 2018.0 2023 5.0 Midfield
119 207865 Marquinhos 24 Brazil 84 89 Paris Saint-Germain 35.5 90.0 1879 Right 3.0 3.0 2.0 Medium/ Medium Lean Yes LDM 2013-07-19 2022-01-01 72 165 62 62 62 66 64 64 64 66 66 66 66 70 72 72 72 70 82 83 83 83 82 83 85 85 85 83 72.0 33.0 80.0 81.0 31.0 59.0 49.0 32.0 78.0 76.0 73.0 76.0 69.0 81.0 68.0 53.0 86.0 75.0 74.0 35.0 80.0 84.0 46.0 51.0 31.0 79.0 85.0 87.0 87.0 6.0 6.0 12.0 10.0 13.0 68.3 2013.0 2022 9.0 Midfield
121 205498 Jorginho 26 Italy 84 87 Chelsea 38 155.0 2136 Right 2.0 3.0 3.0 Medium/ Medium Lean No CM 2018-07-16 2023-01-01 71 148 72 72 72 79 78 78 78 79 82 82 82 81 84 84 84 81 79 81 81 81 79 77 74 74 74 77 75.0 57.0 56.0 89.0 71.0 82.0 75.0 76.0 87.0 85.0 75.0 69.0 80.0 83.0 73.0 71.0 58.0 79.0 66.0 62.0 79.0 78.0 72.0 87.0 84.0 79.0 63.0 78.0 70.0 14.0 7.0 13.0 14.0 8.0 73.2 2018.0 2023 5.0 Midfield
123 204963 Carvajal 26 Spain 84 87 Real Madrid 31.5 185.0 2040 Right 3.0 3.0 3.0 High/ High Stocky Yes RB 2013-07-05 2022-01-01 68 161 68 68 68 74 71 71 71 74 73 73 73 77 76 76 76 77 85 83 83 83 85 85 83 83 83 85 83.0 41.0 70.0 81.0 34.0 76.0 72.0 47.0 71.0 83.0 79.0 84.0 81.0 82.0 79.0 64.0 76.0 84.0 74.0 36.0 81.0 83.0 61.0 57.0 45.0 77.0 83.0 83.0 85.0 13.0 13.0 15.0 9.0 15.0 66.9 2013.0 2022 9.0 Defending
125 200104 H. Son 25 Korea Republic 84 85 Tottenham Hotspur 37 125.0 2079 Right 3.0 5.0 4.0 High/ High Lean Yes LM 2015-08-28 2023-01-01 72 143 85 85 85 87 87 87 87 87 86 86 86 85 79 79 79 85 68 64 64 64 68 64 56 56 56 64 78.0 85.0 65.0 79.0 79.0 88.0 81.0 70.0 64.0 85.0 88.0 87.0 82.0 84.0 76.0 86.0 63.0 85.0 63.0 88.0 60.0 39.0 85.0 80.0 71.0 82.0 48.0 34.0 33.0 11.0 13.0 13.0 6.0 10.0 71.2 2015.0 2023 8.0 Midfield
127 198176 S. de Vrij 26 Netherlands 84 86 Inter 31.5 88.0 1808 Right 3.0 4.0 2.0 Medium/ High Normal No CB 2018-07-01 2023-01-01 74 172 60 60 60 61 61 61 61 61 64 64 64 63 70 70 70 63 76 80 80 80 76 79 85 85 85 79 49.0 25.0 80.0 71.0 27.0 63.0 45.0 16.0 71.0 71.0 67.0 69.0 61.0 80.0 59.0 65.0 76.0 66.0 80.0 60.0 78.0 87.0 32.0 59.0 41.0 82.0 88.0 87.0 83.0 8.0 10.0 7.0 14.0 13.0 55.9 2018.0 2023 5.0 Defending
128 198009 M. Perin 25 Italy 84 89 Juventus 29.5 105.0 1254 Right 2.0 3.0 1.0 Medium/ Medium Lean No GK 2018-07-01 2022-01-01 74 170 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 11.0 12.0 33.0 19.0 19.0 15.0 13.0 31.0 23.0 57.0 56.0 70.0 79.0 30.0 23.0 75.0 30.0 52.0 17.0 25.0 19.0 12.0 44.0 21.0 65.0 20.0 12.0 19.0 81.0 85.0 71.0 79.0 90.0 50.9 2018.0 2022 4.0 Goalkeeper
129 193082 J. Cuadrado 30 Colombia 84 84 Juventus 29.5 150.0 2163 Right 3.0 3.0 5.0 High/ Medium Lean Yes RAM 2015-02-02 2020-01-01 70 159 79 79 79 85 84 84 84 85 84 84 84 84 80 80 80 84 79 75 75 75 79 78 72 72 72 78 80.0 67.0 58.0 80.0 70.0 90.0 78.0 69.0 69.0 85.0 89.0 93.0 91.0 80.0 82.0 84.0 75.0 78.0 61.0 80.0 78.0 62.0 78.0 76.0 65.0 80.0 63.0 70.0 74.0 5.0 5.0 13.0 6.0 9.0 48.7 2015.0 2020 5.0 Midfield
131 192563 B. Leno 26 Germany 84 87 Arsenal 27 115.0 1278 Right 3.0 4.0 1.0 Medium/ Medium Normal No GK 2018-07-01 2023-01-01 75 183 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 9.0 9.0 13.0 45.0 10.0 16.0 9.0 8.0 40.0 22.0 46.0 52.0 52.0 80.0 44.0 23.0 73.0 43.0 68.0 14.0 28.0 22.0 7.0 54.0 23.0 66.0 27.0 15.0 18.0 84.0 82.0 75.0 85.0 82.0 53.3 2018.0 2023 5.0 Goalkeeper
132 191202 N. Matić 29 Serbia 84 84 Manchester United 24 165.0 2100 Left 3.0 3.0 3.0 Medium/ High Lean Yes CDM 2017-07-31 2020-01-01 76 187 76 76 76 75 77 77 77 75 77 77 77 77 82 82 82 77 81 85 85 85 81 80 83 83 83 80 71.0 64.0 74.0 84.0 73.0 80.0 72.0 67.0 83.0 79.0 52.0 59.0 44.0 83.0 50.0 83.0 67.0 84.0 85.0 75.0 80.0 86.0 69.0 73.0 64.0 84.0 83.0 84.0 75.0 7.0 15.0 12.0 14.0 9.0 44.4 2017.0 2020 3.0 Midfield
135 188377 K. Walker 28 England 84 84 Manchester City 24.5 165.0 2175 Right 3.0 2.0 2.0 High/ High Normal Yes RB 2017-07-14 2022-01-01 72 154 75 75 75 78 77 77 77 78 76 76 76 80 78 78 78 80 85 81 81 81 85 85 82 82 82 85 81.0 51.0 74.0 78.0 57.0 79.0 76.0 71.0 67.0 78.0 86.0 93.0 67.0 83.0 72.0 86.0 83.0 89.0 75.0 69.0 78.0 81.0 67.0 69.0 63.0 75.0 78.0 84.0 83.0 12.0 6.0 16.0 15.0 8.0 45.3 2017.0 2022 5.0 Defending
136 186942 I. Gündoğan 27 Germany 84 84 Manchester City 32 175.0 2138 Right 3.0 4.0 4.0 High/ Medium Normal Yes CM 2016-07-01 2020-01-01 71 176 78 78 78 82 83 83 83 82 85 85 85 83 85 85 85 83 78 80 80 80 78 75 73 73 73 75 74.0 73.0 50.0 88.0 75.0 85.0 81.0 74.0 83.0 86.0 67.0 68.0 78.0 85.0 78.0 77.0 61.0 69.0 72.0 73.0 70.0 77.0 79.0 86.0 76.0 87.0 73.0 68.0 64.0 11.0 14.0 5.0 5.0 13.0 59.2 2016.0 2020 4.0 Midfield
137 185020 José Callejón 31 Spain 84 84 Napoli 27.5 105.0 2045 Right 3.0 3.0 3.0 High/ High Lean Yes RM 2013-07-11 2020-01-01 70 161 82 82 82 85 85 85 85 85 84 84 84 84 76 76 76 84 70 63 63 63 70 66 57 57 57 66 82.0 78.0 65.0 80.0 84.0 82.0 73.0 65.0 51.0 85.0 88.0 89.0 85.0 82.0 80.0 78.0 73.0 91.0 55.0 80.0 54.0 40.0 88.0 78.0 62.0 79.0 64.0 32.0 32.0 8.0 5.0 14.0 11.0 11.0 46.8 2013.0 2020 7.0 Midfield
138 183898 A. Di María 30 Argentina 84 84 Paris Saint-Germain 29.5 125.0 2113 Left 4.0 2.0 5.0 High/ Medium Lean Yes RM 2015-08-06 2021-01-01 71 152 79 79 79 85 84 84 84 85 85 85 85 85 80 80 80 85 71 68 68 68 71 68 60 60 60 68 83.0 72.0 51.0 82.0 77.0 86.0 84.0 82.0 79.0 85.0 85.0 84.0 92.0 80.0 77.0 83.0 72.0 73.0 60.0 77.0 73.0 38.0 82.0 82.0 73.0 82.0 35.0 59.0 56.0 10.0 7.0 11.0 12.0 11.0 54.6 2015.0 2021 6.0 Midfield
139 181783 M. Mandžukić 32 Croatia 84 84 Juventus 25 160.0 2106 Right 3.0 3.0 3.0 High/ High Lean Yes ST 2015-07-01 2020-01-01 75 187 84 84 84 79 81 81 81 79 79 79 79 79 78 78 78 79 74 75 75 75 74 74 75 75 75 74 72.0 84.0 90.0 75.0 86.0 76.0 64.0 49.0 67.0 77.0 67.0 73.0 67.0 86.0 53.0 80.0 85.0 83.0 85.0 60.0 88.0 66.0 90.0 74.0 76.0 80.0 59.0 64.0 64.0 10.0 8.0 5.0 8.0 15.0 41.3 2015.0 2020 5.0 Attacking
140 180403 Willian 29 Brazil 84 84 Chelsea 30.5 175.0 2052 Right 3.0 4.0 4.0 High/ High Lean Yes RW 2013-08-28 2020-01-01 69 172 77 77 77 85 84 84 84 85 85 85 85 85 82 82 82 85 74 70 70 70 74 69 57 57 57 69 76.0 77.0 31.0 80.0 59.0 88.0 82.0 83.0 77.0 84.0 91.0 86.0 89.0 82.0 79.0 79.0 41.0 85.0 60.0 81.0 44.0 55.0 80.0 83.0 70.0 79.0 43.0 57.0 51.0 14.0 12.0 13.0 7.0 13.0 56.4 2013.0 2020 7.0 Attacking
143 177413 A. Witsel 29 Belgium 84 84 Borussia Dortmund 24 77.0 2200 Right 3.0 4.0 4.0 Medium/ Medium Lean No LCM 2018-08-17 2022-01-01 74 179 80 80 80 80 81 81 81 80 82 82 82 81 84 84 84 81 83 85 85 85 83 83 84 84 84 83 69.0 71.0 80.0 89.0 77.0 78.0 69.0 68.0 79.0 84.0 67.0 74.0 78.0 84.0 60.0 78.0 76.0 86.0 82.0 74.0 82.0 80.0 75.0 79.0 81.0 89.0 80.0 79.0 85.0 5.0 7.0 7.0 10.0 7.0 40.8 2018.0 2022 4.0 Midfield
146 172879 Sokratis 30 Greece 84 84 Arsenal 23 140.0 1797 Right 3.0 2.0 2.0 Medium/ High Normal Yes RCB 2018-07-02 2021-01-01 73 187 65 65 65 59 61 61 61 59 59 59 59 60 62 62 62 60 73 74 74 74 73 76 84 84 84 76 47.0 44.0 85.0 60.0 46.0 58.0 29.0 35.0 51.0 58.0 64.0 73.0 60.0 81.0 64.0 77.0 86.0 69.0 86.0 48.0 88.0 77.0 49.0 45.0 24.0 82.0 85.0 87.0 85.0 6.0 8.0 5.0 12.0 5.0 43.7 2018.0 2021 3.0 Defending
150 157481 Raúl Albiol 32 Spain 84 84 Napoli 18 88.0 1765 Right 3.0 3.0 2.0 Low/ High Lean Yes RCB 2013-07-21 2021-01-01 75 181 58 58 58 57 59 59 59 57 62 62 62 60 69 69 69 60 73 81 81 81 73 75 85 85 85 75 38.0 27.0 77.0 74.0 31.0 59.0 53.0 45.0 72.0 71.0 54.0 53.0 53.0 82.0 56.0 65.0 77.0 55.0 82.0 53.0 81.0 86.0 30.0 57.0 37.0 75.0 89.0 87.0 85.0 8.0 6.0 5.0 9.0 8.0 30.6 2013.0 2021 8.0 Defending
152 137186 A. Barzagli 37 Italy 84 84 Juventus 4.2 95.0 1740 Right 3.0 3.0 2.0 Low/ High Normal Yes CB 2011-01-01 2019-01-01 74 192 55 55 55 57 58 58 58 57 60 60 60 60 66 66 66 60 74 78 78 78 74 77 85 85 85 77 40.0 21.0 72.0 65.0 35.0 64.0 50.0 31.0 65.0 65.0 61.0 77.0 52.0 80.0 64.0 54.0 81.0 53.0 83.0 39.0 66.0 90.0 28.0 62.0 60.0 88.0 94.0 90.0 82.0 4.0 2.0 4.0 2.0 4.0 6.9 2011.0 2019 8.0 Defending
154 9014 A. Robben 34 Netherlands 84 84 FC Bayern München 15.5 110.0 2044 Left 4.0 2.0 4.0 High/ Low Normal Yes RM 2009-08-28 2019-01-01 71 176 83 83 83 87 87 87 87 87 86 86 86 85 79 79 79 85 63 60 60 60 63 58 49 49 49 58 80.0 85.0 51.0 82.0 86.0 89.0 90.0 81.0 71.0 88.0 83.0 76.0 87.0 85.0 90.0 86.0 60.0 64.0 67.0 86.0 47.0 37.0 84.0 80.0 78.0 85.0 30.0 26.0 26.0 10.0 8.0 11.0 5.0 15.0 25.6 2009.0 2019 10.0 Midfield
155 231443 O. Dembélé 21 France 83 92 FC Barcelona 40 155.0 1993 Left 3.0 5.0 4.0 High/ Low Lean Yes RW 2017-08-28 2022-01-01 70 148 79 79 79 86 85 85 85 86 85 85 85 85 77 77 77 85 66 61 61 61 66 62 49 49 49 62 78.0 78.0 43.0 78.0 76.0 90.0 78.0 64.0 70.0 83.0 93.0 92.0 90.0 82.0 85.0 83.0 59.0 73.0 46.0 70.0 54.0 36.0 79.0 84.0 75.0 75.0 42.0 30.0 33.0 6.0 6.0 14.0 10.0 13.0 90 2017.0 2022 5.0 Attacking
156 230666 Gabriel Jesus 21 Brazil 83 92 Manchester City 41 130.0 2051 Right 2.0 3.0 4.0 High/ High Normal Yes ST 2016-08-03 2023-01-01 69 161 83 83 83 84 85 85 85 84 83 83 83 83 75 75 75 83 63 61 61 61 63 59 54 54 54 59 66.0 84.0 74.0 76.0 72.0 86.0 76.0 54.0 66.0 85.0 87.0 85.0 92.0 86.0 91.0 78.0 77.0 84.0 68.0 73.0 73.0 32.0 88.0 77.0 78.0 82.0 53.0 23.0 19.0 13.0 8.0 6.0 6.0 15.0 84.1 2016.0 2023 7.0 Attacking
160 225850 P. Kimpembe 22 France 83 89 Paris Saint-Germain 30.5 82.0 1899 Left 2.0 3.0 3.0 High/ High Normal Yes LCB 2015-07-01 2023-01-01 74 176 61 61 61 64 62 62 62 64 66 66 66 68 71 71 71 68 79 81 81 81 79 80 83 83 83 80 62.0 31.0 79.0 79.0 33.0 58.0 50.0 32.0 75.0 78.0 75.0 78.0 74.0 79.0 65.0 55.0 77.0 80.0 84.0 39.0 85.0 83.0 39.0 60.0 50.0 80.0 80.0 83.0 83.0 7.0 8.0 14.0 15.0 9.0 62.5 2015.0 2023 8.0 Defending
161 220971 N. Keïta 23 Guinea 83 88 Liverpool 34 120.0 2082 Right 2.0 4.0 4.0 High/ Medium Lean Yes CM 2018-07-01 2023-01-01 68 141 75 75 75 81 81 81 81 81 84 84 84 81 83 83 83 81 75 78 78 78 75 72 68 68 68 72 62.0 74.0 42.0 88.0 71.0 88.0 64.0 70.0 78.0 88.0 78.0 60.0 89.0 82.0 90.0 76.0 53.0 82.0 58.0 73.0 78.0 75.0 74.0 81.0 58.0 79.0 68.0 62.0 61.0 7.0 14.0 15.0 14.0 9.0 67.2 2018.0 2023 5.0 Midfield
162 219683 C. Tolisso 23 France 83 88 FC Bayern München 34 85.0 2207 Right 2.0 3.0 3.0 High/ Medium Normal Yes CM 2017-07-01 2022-01-01 71 179 80 80 80 79 80 80 80 79 81 81 81 80 83 83 83 80 78 82 82 82 78 78 79 79 79 78 67.0 75.0 82.0 84.0 62.0 77.0 66.0 73.0 86.0 81.0 75.0 66.0 75.0 83.0 74.0 82.0 90.0 87.0 77.0 81.0 81.0 76.0 79.0 80.0 70.0 74.0 75.0 78.0 71.0 7.0 10.0 14.0 9.0 14.0 58.7 2017.0 2022 5.0 Midfield
163 213565 T. Lemar 22 France 83 89 Atlético Madrid 35.5 64.0 2173 Left 3.0 2.0 4.0 High/ Medium Lean Yes LM 2018-07-01 2023-01-01 67 137 79 79 79 85 84 84 84 85 85 85 85 85 82 82 82 85 77 74 74 74 77 75 67 67 67 75 83.0 75.0 54.0 84.0 78.0 85.0 85.0 81.0 75.0 86.0 86.0 84.0 87.0 80.0 86.0 79.0 71.0 79.0 63.0 76.0 63.0 66.0 77.0 85.0 68.0 80.0 55.0 59.0 63.0 11.0 15.0 13.0 7.0 14.0 79.9 2018.0 2023 5.0 Midfield
164 213345 K. Coman 22 France 83 87 FC Bayern München 34 85.0 1918 Right 2.0 3.0 5.0 Medium/ Low Lean Yes LM 2015-08-30 2023-01-01 70 157 78 78 78 84 82 82 82 84 82 82 82 83 73 73 73 83 60 53 53 53 60 55 42 42 42 55 81.0 76.0 52.0 77.0 77.0 88.0 84.0 70.0 63.0 83.0 95.0 93.0 87.0 81.0 84.0 77.0 75.0 76.0 61.0 73.0 36.0 23.0 79.0 75.0 70.0 75.0 29.0 17.0 15.0 5.0 3.0 5.0 3.0 5.0 58.7 2015.0 2023 8.0 Midfield
168 210008 A. Rabiot 23 France 83 87 Paris Saint-Germain 33 91.0 2184 Left 2.0 3.0 3.0 High/ Medium Lean Yes CM 2012-07-01 2019-01-01 76 176 79 79 79 79 80 80 80 79 81 81 81 80 83 83 83 80 80 82 82 82 80 79 79 79 79 79 70.0 69.0 77.0 85.0 72.0 79.0 73.0 59.0 83.0 83.0 73.0 74.0 79.0 83.0 72.0 80.0 73.0 82.0 80.0 79.0 76.0 80.0 76.0 80.0 69.0 82.0 70.0 81.0 75.0 9.0 12.0 9.0 7.0 15.0 63.5 2012.0 2019 7.0 Midfield
169 209658 L. Goretzka 23 Germany 83 88 FC Bayern München 34 85.0 2203 Right 3.0 4.0 3.0 High/ High Lean Yes CM 2018-07-01 2022-01-01 74 174 80 80 80 82 82 82 82 82 83 83 83 83 84 84 84 83 83 83 83 83 83 82 80 80 80 82 75.0 72.0 75.0 84.0 68.0 81.0 76.0 75.0 79.0 83.0 84.0 79.0 76.0 83.0 70.0 77.0 67.0 86.0 70.0 78.0 80.0 83.0 77.0 82.0 60.0 80.0 70.0 79.0 78.0 13.0 8.0 15.0 11.0 9.0 58.7 2018.0 2022 4.0 Midfield
172 208618 Lucas Vázquez 27 Spain 83 83 Real Madrid 27 205.0 2048 Right 2.0 4.0 4.0 High/ High Normal Yes RW 2015-07-02 2021-01-01 68 154 77 77 77 83 82 82 82 83 83 83 83 84 80 80 80 84 71 67 67 67 71 67 57 57 57 67 86.0 73.0 52.0 83.0 54.0 82.0 82.0 75.0 75.0 83.0 84.0 79.0 79.0 85.0 84.0 82.0 68.0 90.0 57.0 80.0 65.0 44.0 81.0 83.0 56.0 75.0 42.0 50.0 44.0 9.0 16.0 9.0 9.0 7.0 55.4 2015.0 2021 6.0 Attacking
176 207410 M. Kovačić 24 Croatia 83 89 Chelsea 35 165.0 2115 Right 3.0 4.0 4.0 High/ High Normal Yes LCM NaT 2019-06-30 69 172 74 74 74 82 81 81 81 82 84 84 84 83 85 85 85 83 79 81 81 81 79 77 72 72 72 77 73.0 62.0 42.0 87.0 76.0 88.0 78.0 68.0 82.0 89.0 84.0 74.0 81.0 70.0 85.0 79.0 63.0 82.0 65.0 75.0 77.0 78.0 69.0 88.0 59.0 72.0 69.0 75.0 63.0 9.0 5.0 6.0 7.0 7.0 19.8 2017.0 2019 2.0 Midfield
177 206585 Kepa 23 Spain 83 91 Chelsea 28.5 84.0 1223 Right 1.0 4.0 1.0 Medium/ Medium Lean Yes GK 2018-08-08 2025-01-01 73 187 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 25.0 11.0 17.0 32.0 18.0 10.0 25.0 19.0 36.0 16.0 34.0 33.0 41.0 79.0 39.0 25.0 71.0 37.0 51.0 14.0 18.0 21.0 15.0 55.0 24.0 63.0 19.0 18.0 16.0 84.0 80.0 76.0 80.0 84.0 58.4 2018.0 2025 7.0 Goalkeeper
179 206113 S. Gnabry 22 Germany 83 88 FC Bayern München 34.5 85.0 2041 Right 2.0 4.0 4.0 High/ Medium Normal Yes ST 2017-07-01 2020-01-01 69 165 80 80 80 84 83 83 83 84 82 82 82 82 76 76 76 82 67 64 64 64 67 64 56 56 56 64 74.0 81.0 46.0 79.0 83.0 87.0 64.0 62.0 68.0 83.0 92.0 90.0 87.0 80.0 88.0 85.0 64.0 68.0 68.0 81.0 63.0 38.0 80.0 74.0 68.0 74.0 45.0 48.0 45.0 14.0 10.0 10.0 9.0 7.0 59.5 2017.0 2020 3.0 Attacking
181 204639 S. Savić 27 Montenegro 83 86 Atlético Madrid 26 67.0 1696 Right 2.0 3.0 2.0 Medium/ High Lean Yes CB 2015-07-20 2020-01-01 74 174 55 55 55 53 54 54 54 53 56 56 56 56 63 63 63 56 70 77 77 77 70 74 83 83 83 74 35.0 34.0 85.0 72.0 27.0 47.0 34.0 28.0 69.0 68.0 55.0 61.0 61.0 82.0 49.0 43.0 87.0 58.0 77.0 31.0 83.0 84.0 29.0 41.0 37.0 75.0 86.0 83.0 84.0 14.0 13.0 14.0 13.0 12.0 55.3 2015.0 2020 5.0 Defending
182 203574 J. Stones 24 England 83 87 Manchester City 28.5 125.0 1858 Right 2.0 4.0 3.0 High/ Medium Lean Yes RCB 2016-08-09 2022-01-01 74 154 61 61 61 66 65 65 65 66 68 68 68 70 74 74 74 70 79 82 82 82 79 80 83 83 83 80 62.0 29.0 83.0 81.0 27.0 69.0 47.0 29.0 74.0 80.0 67.0 71.0 61.0 82.0 59.0 46.0 75.0 79.0 77.0 38.0 79.0 81.0 48.0 67.0 44.0 80.0 85.0 85.0 82.0 7.0 15.0 11.0 10.0 8.0 54.9 2016.0 2022 6.0 Defending
183 202651 Suso 24 Spain 83 86 Milan 33 115.0 1959 Left 3.0 3.0 4.0 High/ Medium Lean No RW 2015-01-17 2022-01-01 69 154 77 77 77 85 84 84 84 85 86 86 86 85 79 79 79 85 63 59 59 59 63 58 45 45 45 58 84.0 70.0 50.0 86.0 72.0 88.0 87.0 80.0 75.0 89.0 83.0 77.0 86.0 78.0 84.0 78.0 50.0 77.0 56.0 87.0 23.0 20.0 76.0 84.0 72.0 76.0 50.0 23.0 18.0 15.0 15.0 9.0 8.0 9.0 58.6 2015.0 2022 7.0 Attacking
184 202166 J. Draxler 24 Germany 83 86 Paris Saint-Germain 32.5 91.0 2112 Right 3.0 5.0 4.0 Medium/ Medium Lean Yes CM 2017-01-03 2021-01-01 74 170 82 82 82 86 85 85 85 86 86 86 86 85 83 83 83 85 73 72 72 72 73 70 64 64 64 70 83.0 78.0 65.0 84.0 84.0 88.0 78.0 76.0 79.0 89.0 78.0 77.0 80.0 83.0 75.0 86.0 75.0 69.0 66.0 82.0 48.0 66.0 79.0 84.0 63.0 83.0 39.0 64.0 44.0 11.0 13.0 5.0 13.0 8.0 62.6 2017.0 2021 4.0 Midfield
186 200949 Lucas Moura 25 Brazil 83 84 Tottenham Hotspur 31 115.0 2075 Right 3.0 3.0 4.0 High/ Medium Normal Yes RM 2018-01-31 2023-01-01 69 154 79 79 79 84 83 83 83 84 83 83 83 83 77 77 77 83 69 65 65 65 69 66 57 57 57 66 75.0 78.0 50.0 77.0 70.0 88.0 69.0 74.0 74.0 81.0 94.0 90.0 94.0 76.0 90.0 79.0 77.0 75.0 59.0 76.0 72.0 50.0 80.0 74.0 74.0 80.0 31.0 43.0 51.0 9.0 10.0 14.0 7.0 14.0 59.7 2018.0 2023 5.0 Midfield
188 200724 Nacho Fernández 28 Spain 83 85 Real Madrid 24.5 180.0 1855 Right 2.0 4.0 2.0 Medium/ High Normal Yes CB 2010-08-01 2021-01-01 71 168 60 60 60 63 61 61 61 63 62 62 62 66 68 68 68 66 79 79 79 79 79 81 82 82 82 81 70.0 32.0 82.0 80.0 38.0 55.0 55.0 37.0 61.0 78.0 70.0 79.0 60.0 79.0 68.0 54.0 81.0 78.0 79.0 28.0 78.0 81.0 37.0 53.0 45.0 73.0 75.0 86.0 85.0 12.0 7.0 10.0 15.0 7.0 52.1 2010.0 2021 11.0 Defending
190 199914 Allan 27 Brazil 83 83 Napoli 26.5 87.0 2157 Right 2.0 3.0 4.0 Medium/ High Normal No RCM 2015-07-22 2023-01-01 69 163 76 76 76 80 80 80 80 80 81 81 81 81 83 83 83 81 84 85 85 85 84 84 82 82 82 84 70.0 72.0 59.0 85.0 56.0 82.0 65.0 49.0 77.0 80.0 81.0 74.0 82.0 86.0 80.0 70.0 70.0 95.0 77.0 66.0 87.0 86.0 79.0 79.0 53.0 79.0 85.0 85.0 83.0 13.0 13.0 5.0 5.0 8.0 45.1 2015.0 2023 8.0 Midfield
191 199845 F. Acerbi 30 Italy 83 83 Lazio 19 64.0 1849 Left 2.0 3.0 3.0 Medium/ Medium Normal No CB 2018-07-11 2023-01-01 76 194 60 60 60 57 61 61 61 57 63 63 63 61 71 71 71 61 73 81 81 81 73 76 83 83 83 76 25.0 37.0 80.0 73.0 39.0 65.0 62.0 56.0 77.0 72.0 65.0 55.0 33.0 81.0 35.0 75.0 68.0 81.0 83.0 60.0 73.0 85.0 20.0 65.0 72.0 85.0 87.0 87.0 85.0 11.0 9.0 9.0 13.0 11.0 32.3 2018.0 2023 5.0 Defending
192 199564 Sergi Roberto 26 Spain 83 86 FC Barcelona 26.5 170.0 2106 Right 3.0 3.0 4.0 High/ High Normal Yes RB 2013-07-01 2022-01-01 70 150 74 74 74 80 79 79 79 80 81 81 81 82 83 83 83 82 85 83 83 83 85 84 79 79 79 84 85.0 63.0 72.0 86.0 50.0 78.0 74.0 60.0 78.0 83.0 78.0 79.0 69.0 80.0 74.0 65.0 47.0 85.0 69.0 66.0 68.0 81.0 69.0 83.0 57.0 76.0 75.0 83.0 83.0 14.0 16.0 11.0 15.0 10.0 56.3 2013.0 2022 9.0 Defending
199 192883 H. Mkhitaryan 29 Armenia 83 83 Arsenal 25.5 145.0 2100 Right 3.0 5.0 4.0 Medium/ Medium Normal Yes RM 2018-01-22 2021-01-01 70 165 79 79 79 84 83 83 83 84 84 84 84 83 81 81 81 83 73 71 71 71 73 70 62 62 62 70 77.0 74.0 53.0 80.0 81.0 84.0 83.0 64.0 71.0 86.0 84.0 78.0 87.0 79.0 85.0 85.0 69.0 83.0 62.0 73.0 69.0 64.0 82.0 84.0 72.0 76.0 41.0 53.0 55.0 5.0 11.0 14.0 5.0 7.0 48.5 2018.0 2021 3.0 Midfield
200 192638 Marcos Alonso 27 Spain 83 84 Chelsea 24 130.0 2201 Left 2.0 3.0 3.0 High/ Low Lean Yes LB 2016-08-31 2023-01-01 74 192 80 80 80 79 80 80 80 79 79 79 79 81 81 81 81 81 83 82 82 82 83 83 81 81 81 83 85.0 68.0 83.0 84.0 70.0 79.0 85.0 86.0 73.0 83.0 69.0 76.0 64.0 84.0 58.0 84.0 71.0 90.0 76.0 77.0 75.0 79.0 79.0 69.0 64.0 76.0 79.0 82.0 79.0 9.0 7.0 13.0 9.0 12.0 46.2 2016.0 2023 7.0 Defending
209 179944 David Luiz 31 Brazil 83 83 Chelsea 17.5 130.0 2074 Right 4.0 3.0 3.0 Medium/ Medium Normal Yes LCB 2016-08-31 2019-01-01 74 190 71 71 71 70 70 70 70 70 72 72 72 71 76 76 76 71 77 81 81 81 77 78 83 83 83 78 68.0 55.0 81.0 77.0 63.0 66.0 70.0 76.0 77.0 79.0 59.0 62.0 69.0 75.0 56.0 79.0 78.0 66.0 79.0 73.0 85.0 85.0 54.0 69.0 75.0 77.0 79.0 83.0 82.0 11.0 12.0 10.0 7.0 14.0 32.4 2016.0 2019 3.0 Defending
211 178088 Juan Mata 30 Spain 83 83 Manchester United 24.5 160.0 1984 Left 3.0 3.0 4.0 Medium/ Medium Lean Yes RM 2014-01-25 2019-01-01 67 139 77 77 77 83 83 83 83 83 85 85 85 83 80 80 80 83 64 63 63 63 64 59 49 49 49 59 83.0 78.0 56.0 85.0 71.0 82.0 84.0 86.0 79.0 88.0 69.0 62.0 84.0 85.0 89.0 75.0 70.0 71.0 37.0 72.0 50.0 39.0 83.0 85.0 81.0 87.0 42.0 31.0 21.0 9.0 10.0 14.0 5.0 8.0 45.3 2014.0 2019 5.0 Midfield
212 178086 Adán 31 Spain 83 83 Atlético Madrid 15.5 55.0 1299 Left 2.0 2.0 1.0 Medium/ Medium Normal Yes GK 2018-07-10 2020-01-01 75 203 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 11.0 23.0 34.0 15.0 12.0 11.0 12.0 43.0 15.0 56.0 54.0 55.0 77.0 51.0 25.0 71.0 32.0 77.0 12.0 41.0 20.0 11.0 42.0 25.0 63.0 20.0 14.0 18.0 81.0 84.0 78.0 84.0 83.0 31.8 2018.0 2020 2.0 Goalkeeper
215 177610 Javi Martínez 29 Spain 83 83 FC Bayern München 20 94.0 1948 Right 3.0 3.0 2.0 Medium/ Medium Normal Yes CDM 2012-08-29 2021-01-01 76 190 67 67 67 65 67 67 67 65 69 69 69 67 76 76 76 67 78 84 84 84 78 79 87 87 87 79 60.0 43.0 87.0 77.0 58.0 60.0 46.0 45.0 74.0 74.0 49.0 53.0 53.0 83.0 48.0 76.0 85.0 74.0 84.0 62.0 90.0 87.0 51.0 75.0 52.0 80.0 85.0 86.0 86.0 5.0 12.0 9.0 11.0 8.0 33 2012.0 2021 9.0 Midfield
217 176266 Lucas Leiva 31 Brazil 83 83 Lazio 17.5 64.0 2095 Right 3.0 3.0 3.0 Medium/ High Normal Yes LDM 2017-07-18 2020-01-01 70 172 74 74 74 75 76 76 76 75 78 78 78 77 81 81 81 77 80 84 84 84 80 80 82 82 82 80 63.0 62.0 72.0 82.0 59.0 77.0 74.0 47.0 81.0 78.0 67.0 67.0 78.0 82.0 80.0 77.0 82.0 80.0 67.0 66.0 80.0 87.0 66.0 81.0 61.0 86.0 82.0 82.0 78.0 10.0 8.0 8.0 5.0 6.0 29.8 2017.0 2020 3.0 Midfield
219 162895 Cesc Fàbregas 31 Spain 83 83 Chelsea 22 140.0 2040 Right 4.0 3.0 3.0 High/ Medium Normal Yes CM 2014-07-01 2019-01-01 70 170 77 77 77 79 80 80 80 79 83 83 83 80 82 82 82 80 71 73 73 73 71 69 65 65 65 69 85.0 72.0 74.0 90.0 81.0 79.0 78.0 81.0 89.0 85.0 56.0 54.0 62.0 81.0 75.0 77.0 63.0 56.0 61.0 70.0 45.0 50.0 72.0 91.0 78.0 92.0 64.0 59.0 58.0 6.0 10.0 8.0 15.0 15.0 40.7 2014.0 2019 5.0 Midfield
220 162240 M. Dembélé 30 Belgium 83 83 Tottenham Hotspur 24 120.0 2177 Left 3.0 2.0 4.0 Medium/ Medium Normal Yes CM 2012-08-01 2019-01-01 73 181 79 79 79 81 82 82 82 81 83 83 83 81 84 84 84 81 80 84 84 84 80 79 82 82 82 79 65.0 66.0 70.0 86.0 73.0 89.0 65.0 55.0 80.0 89.0 72.0 72.0 79.0 83.0 76.0 81.0 75.0 70.0 89.0 70.0 79.0 82.0 70.0 80.0 63.0 90.0 75.0 82.0 70.0 16.0 14.0 11.0 16.0 14.0 44.4 2012.0 2019 7.0 Midfield
221 156616 F. Ribéry 35 France 83 83 FC Bayern München 11.5 72.0 1929 Right 4.0 4.0 5.0 Medium/ Medium Normal Yes LM 2007-07-01 2019-01-01 67 159 77 77 77 83 82 82 82 83 84 84 84 83 77 77 77 83 62 60 60 60 62 57 46 46 46 57 80.0 74.0 41.0 83.0 79.0 84.0 83.0 81.0 74.0 87.0 78.0 78.0 84.0 83.0 90.0 75.0 34.0 58.0 60.0 71.0 51.0 33.0 77.0 84.0 78.0 85.0 31.0 25.0 26.0 15.0 6.0 9.0 7.0 10.0 19 2007.0 2019 12.0 Midfield
223 53302 D. De Rossi 34 Italy 83 83 Roma 8 80.0 2101 Right 3.0 4.0 2.0 Medium/ High Normal Yes RDM 2002-07-01 2019-01-01 72 183 71 71 71 69 71 71 71 69 73 73 73 71 78 78 78 71 79 84 84 84 79 80 85 85 85 80 57.0 50.0 81.0 81.0 74.0 64.0 62.0 71.0 80.0 77.0 63.0 67.0 64.0 80.0 72.0 81.0 77.0 74.0 81.0 72.0 84.0 87.0 55.0 71.0 75.0 87.0 90.0 82.0 80.0 10.0 7.0 13.0 10.0 9.0 13.6 2002.0 2019 17.0 Midfield
224 24630 Pepe Reina 35 Spain 83 83 Milan 6 56.0 1299 Right 3.0 3.0 1.0 Medium/ Medium Normal Yes GK 2018-07-02 2021-01-01 74 203 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 14.0 13.0 19.0 11.0 10.0 11.0 11.0 22.0 23.0 50.0 63.0 50.0 82.0 60.0 24.0 73.0 34.0 72.0 15.0 32.0 22.0 13.0 65.0 24.0 64.0 20.0 22.0 24.0 80.0 83.0 82.0 82.0 82.0 10.2 2018.0 2021 3.0 Goalkeeper
227 231866 Rodri 22 Spain 82 87 Atlético Madrid 29 59.0 2055 Right 1.0 3.0 4.0 Medium/ High Lean Yes CM 2018-07-01 2023-01-01 75 181 75 75 75 76 77 77 77 76 79 79 79 77 82 82 82 77 78 80 80 80 78 77 77 77 77 77 63.0 64.0 75.0 83.0 59.0 77.0 65.0 54.0 80.0 82.0 70.0 66.0 69.0 79.0 72.0 70.0 69.0 86.0 75.0 76.0 63.0 80.0 75.0 83.0 46.0 78.0 71.0 80.0 74.0 10.0 10.0 7.0 14.0 8.0 61.6 2018.0 2023 5.0 Midfield
228 230658 Arthur 21 Brazil 82 90 FC Barcelona 32.5 125.0 2120 Right 1.0 3.0 4.0 Medium/ Medium Normal No LCM 2018-07-09 2024-01-01 67 161 75 75 75 79 80 80 80 79 81 81 81 80 82 82 82 80 77 78 78 78 77 75 73 73 73 75 70.0 72.0 58.0 85.0 63.0 82.0 68.0 60.0 80.0 83.0 68.0 70.0 79.0 81.0 86.0 76.0 83.0 78.0 62.0 74.0 73.0 75.0 77.0 82.0 69.0 84.0 65.0 76.0 70.0 6.0 13.0 13.0 11.0 12.0 73.1 2018.0 2024 6.0 Midfield
229 230621 G. Donnarumma 19 Italy 82 93 Milan 29 23.0 1278 Right 3.0 3.0 1.0 Medium/ Medium Normal Yes GK 2015-07-01 2021-01-01 77 198 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 12.0 12.0 34.0 8.0 28.0 12.0 14.0 24.0 28.0 46.0 54.0 64.0 74.0 38.0 24.0 72.0 34.0 72.0 18.0 30.0 26.0 14.0 50.0 24.0 68.0 20.0 14.0 16.0 88.0 78.0 72.0 78.0 88.0 55.1 2015.0 2021 6.0 Goalkeeper
233 227055 Gelson Martins 23 Portugal 82 87 Atlético Madrid 29.5 59.0 2023 Right 3.0 3.0 5.0 High/ Medium Lean No RM 2018-07-25 2023-01-01 68 159 77 77 77 84 82 82 82 84 82 82 82 84 76 76 76 84 71 65 65 65 71 68 56 56 56 68 81.0 66.0 51.0 78.0 74.0 85.0 82.0 60.0 55.0 83.0 95.0 94.0 94.0 83.0 92.0 72.0 65.0 87.0 48.0 69.0 60.0 43.0 82.0 79.0 66.0 85.0 54.0 46.0 36.0 12.0 9.0 7.0 6.0 9.0 62.7 2018.0 2023 5.0 Midfield
235 223959 L. Torreira 22 Uruguay 82 87 Arsenal 25 98.0 2111 Right 2.0 3.0 3.0 Medium/ High Normal No LCM 2018-07-12 2023-01-01 66 141 70 70 70 76 75 75 75 76 77 77 77 77 80 80 80 77 82 83 83 83 82 81 79 79 79 81 74.0 50.0 55.0 83.0 65.0 78.0 66.0 76.0 77.0 81.0 81.0 74.0 83.0 79.0 93.0 78.0 52.0 85.0 66.0 74.0 85.0 87.0 65.0 74.0 48.0 78.0 84.0 84.0 75.0 5.0 5.0 13.0 7.0 9.0 49.4 2018.0 2023 5.0 Midfield
236 222737 Malcom 21 Brazil 82 89 FC Barcelona 31.5 140.0 1984 Left 2.0 4.0 4.0 Medium/ Medium Normal No RW 2018-07-24 2023-01-01 68 163 79 79 79 84 83 83 83 84 84 84 84 83 77 77 77 83 60 57 57 57 60 55 45 45 45 55 79.0 75.0 57.0 82.0 71.0 85.0 77.0 81.0 73.0 85.0 87.0 82.0 92.0 80.0 84.0 85.0 58.0 74.0 64.0 85.0 53.0 26.0 79.0 83.0 68.0 78.0 21.0 28.0 17.0 8.0 14.0 15.0 7.0 9.0 70.9 2018.0 2023 5.0 Attacking
238 220814 L. Hernández 22 France 82 88 Atlético Madrid 25.5 53.0 1953 Left 1.0 3.0 3.0 Medium/ High Normal Yes LB 2015-07-01 2024-01-01 72 168 67 67 67 70 69 69 69 70 70 70 70 73 72 72 72 73 82 80 80 80 82 83 83 83 83 83 78.0 42.0 83.0 80.0 38.0 65.0 53.0 28.0 63.0 79.0 80.0 84.0 70.0 80.0 67.0 62.0 83.0 82.0 76.0 47.0 86.0 81.0 57.0 61.0 34.0 76.0 76.0 83.0 86.0 10.0 7.0 8.0 14.0 10.0 57.4 2015.0 2024 9.0 Defending
239 220440 C. Lenglet 23 France 82 88 FC Barcelona 26 135.0 1775 Left 1.0 4.0 2.0 Medium/ High Lean Yes LCB 2018-07-12 2023-01-01 73 179 59 59 59 60 62 62 62 60 64 64 64 64 70 70 70 64 74 79 79 79 74 77 82 82 82 77 36.0 23.0 78.0 78.0 24.0 60.0 25.0 27.0 69.0 76.0 72.0 73.0 62.0 79.0 60.0 58.0 79.0 73.0 80.0 35.0 80.0 82.0 47.0 60.0 43.0 74.0 85.0 82.0 81.0 10.0 10.0 9.0 12.0 7.0 58.5 2018.0 2023 5.0 Defending
241 216267 A. Robertson 24 Scotland 82 87 Liverpool 24.5 98.0 2023 Left 1.0 2.0 3.0 High/ High Lean Yes LB 2017-07-21 2021-01-01 70 141 70 70 70 76 74 74 74 76 75 75 75 78 76 76 76 78 83 79 79 79 83 82 77 77 77 82 86.0 57.0 63.0 76.0 32.0 76.0 74.0 30.0 68.0 78.0 81.0 86.0 78.0 81.0 74.0 67.0 59.0 89.0 66.0 60.0 78.0 80.0 66.0 74.0 55.0 73.0 80.0 81.0 78.0 11.0 8.0 10.0 7.0 14.0 48.4 2017.0 2021 4.0 Defending
243 212404 F. Bernardeschi 24 Italy 82 87 Juventus 29.5 110.0 2096 Left 2.0 3.0 5.0 High/ High Lean Yes RM 2017-07-24 2022-01-01 73 170 77 77 77 83 82 82 82 83 83 83 83 83 80 80 80 83 73 70 70 70 73 70 61 61 61 70 82.0 70.0 50.0 82.0 74.0 86.0 82.0 80.0 72.0 87.0 83.0 83.0 85.0 80.0 79.0 82.0 49.0 80.0 63.0 82.0 52.0 66.0 78.0 80.0 72.0 83.0 65.0 46.0 42.0 14.0 15.0 10.0 13.0 12.0 50.9 2017.0 2022 5.0 Midfield
245 211320 D. Rugani 23 Italy 82 86 Juventus 24.5 95.0 1705 Right 2.0 3.0 2.0 Low/ Medium Lean Yes CB 2015-02-04 2021-01-01 75 185 57 57 57 56 57 57 57 56 58 58 58 58 63 63 63 58 72 76 76 76 72 75 82 82 82 75 40.0 33.0 80.0 65.0 35.0 64.0 45.0 25.0 59.0 65.0 56.0 67.0 59.0 78.0 53.0 58.0 81.0 67.0 79.0 39.0 72.0 86.0 28.0 50.0 36.0 70.0 87.0 86.0 82.0 5.0 10.0 5.0 5.0 5.0 42.3 2015.0 2021 6.0 Defending
246 210617 Samu Castillejo 23 Spain 82 86 Milan 29 94.0 1968 Left 2.0 2.0 4.0 Medium/ High Lean Yes RM 2018-08-17 2023-01-01 72 148 76 76 76 83 82 82 82 83 83 83 83 82 77 77 77 82 65 63 63 63 65 61 52 52 52 61 81.0 77.0 43.0 80.0 58.0 85.0 78.0 75.0 77.0 83.0 85.0 86.0 83.0 82.0 78.0 78.0 63.0 55.0 50.0 73.0 48.0 50.0 81.0 81.0 59.0 71.0 45.0 43.0 25.0 13.0 16.0 15.0 8.0 14.0 51.5 2018.0 2023 5.0 Midfield
247 210514 João Cancelo 24 Portugal 82 88 Juventus 25.5 95.0 2174 Right 2.0 3.0 4.0 High/ Medium Lean No RB 2018-07-01 2023-01-01 72 163 76 76 76 81 80 80 80 81 80 80 80 83 80 80 80 83 84 80 80 80 84 83 77 77 77 83 85.0 58.0 64.0 78.0 62.0 84.0 83.0 69.0 75.0 83.0 91.0 91.0 78.0 82.0 74.0 80.0 73.0 89.0 66.0 66.0 73.0 77.0 78.0 74.0 46.0 77.0 79.0 79.0 79.0 6.0 9.0 15.0 14.0 14.0 47.2 2018.0 2023 5.0 Defending
248 210413 A. Romagnoli 23 Italy 82 89 Milan 26.5 84.0 1750 Left 2.0 3.0 2.0 Medium/ High Normal No LCB 2015-08-11 2022-01-01 74 172 58 58 58 57 58 58 58 57 59 59 59 60 65 65 65 60 73 78 78 78 73 76 83 83 83 76 36.0 30.0 76.0 70.0 28.0 65.0 36.0 24.0 69.0 69.0 63.0 69.0 60.0 78.0 53.0 64.0 78.0 75.0 81.0 46.0 84.0 85.0 31.0 40.0 34.0 76.0 88.0 85.0 81.0 9.0 14.0 12.0 8.0 9.0 50.4 2015.0 2022 7.0 Defending
249 209989 T. Partey 25 Ghana 82 88 Atlético Madrid 25.5 59.0 2068 Right 1.0 3.0 3.0 High/ High Lean Yes CDM 2015-07-01 2023-01-01 73 170 73 73 73 74 75 75 75 74 77 77 77 76 80 80 80 76 79 82 82 82 79 79 81 81 81 79 58.0 63.0 68.0 85.0 53.0 78.0 62.0 58.0 79.0 81.0 73.0 76.0 72.0 77.0 53.0 79.0 84.0 87.0 81.0 75.0 76.0 79.0 60.0 73.0 46.0 75.0 80.0 83.0 80.0 11.0 13.0 9.0 9.0 7.0 57.4 2015.0 2023 8.0 Midfield
250 209297 Fred 25 Brazil 82 84 Manchester United 26.5 140.0 2180 Left 1.0 4.0 4.0 High/ High Lean No CM 2018-06-21 2023-01-01 67 141 76 76 76 79 79 79 79 79 81 81 81 80 82 82 82 80 80 81 81 81 80 79 75 75 75 79 67.0 74.0 55.0 85.0 70.0 79.0 70.0 72.0 80.0 86.0 77.0 79.0 84.0 82.0 87.0 76.0 83.0 87.0 61.0 76.0 73.0 80.0 69.0 76.0 65.0 82.0 76.0 78.0 69.0 7.0 16.0 15.0 11.0 15.0 51 2018.0 2023 5.0 Midfield
254 207494 J. Lingard 25 England 82 83 Manchester United 26.5 140.0 2095 Right 2.0 3.0 4.0 High/ High Lean Yes CAM 2010-07-01 2021-01-01 69 137 80 80 80 83 83 83 83 83 83 83 83 82 78 78 78 82 72 69 69 69 72 69 62 62 62 69 74.0 78.0 64.0 78.0 70.0 83.0 80.0 63.0 66.0 83.0 84.0 82.0 86.0 83.0 86.0 80.0 63.0 87.0 53.0 80.0 73.0 53.0 86.0 82.0 65.0 84.0 65.0 50.0 44.0 14.0 10.0 8.0 13.0 9.0 51 2010.0 2021 11.0 Midfield
257 205452 A. Rüdiger 25 Germany 82 84 Chelsea 22.5 110.0 1843 Right 2.0 3.0 2.0 Medium/ High Lean Yes CB 2017-07-09 2022-01-01 75 187 60 60 60 61 60 60 60 61 62 62 62 64 67 67 67 64 76 78 78 78 76 78 83 83 83 78 68.0 27.0 80.0 75.0 34.0 59.0 35.0 56.0 72.0 69.0 67.0 78.0 59.0 82.0 50.0 70.0 73.0 60.0 82.0 41.0 88.0 80.0 33.0 57.0 40.0 72.0 82.0 85.0 82.0 14.0 15.0 10.0 12.0 8.0 43.3 2017.0 2022 5.0 Defending
258 203551 A. Florenzi 27 Italy 82 83 Roma 20.5 73.0 2253 Right 3.0 3.0 4.0 High/ Medium Lean Yes RB 2010-07-01 2023-01-01 68 148 80 80 80 81 81 81 81 81 81 81 81 82 81 81 81 82 82 80 80 80 82 82 79 79 79 82 77.0 70.0 72.0 77.0 87.0 78.0 73.0 79.0 75.0 79.0 86.0 84.0 87.0 80.0 82.0 82.0 74.0 90.0 67.0 82.0 79.0 78.0 82.0 76.0 76.0 79.0 76.0 79.0 78.0 9.0 8.0 10.0 11.0 10.0 36.4 2010.0 2023 13.0 Defending
260 202371 T. Meunier 26 Belgium 82 83 Paris Saint-Germain 21 87.0 2162 Right 2.0 4.0 3.0 High/ High Normal Yes RM 2016-07-03 2020-01-01 75 198 80 80 80 80 80 80 80 80 79 79 79 81 80 80 80 81 83 81 81 81 83 82 80 80 80 82 83.0 76.0 75.0 82.0 79.0 75.0 74.0 56.0 74.0 82.0 74.0 81.0 63.0 80.0 49.0 77.0 72.0 92.0 85.0 78.0 73.0 76.0 80.0 71.0 65.0 78.0 77.0 82.0 80.0 8.0 13.0 15.0 6.0 9.0 40.4 2016.0 2020 4.0 Midfield
263 201400 Rafinha 25 Brazil 82 87 FC Barcelona 29.5 165.0 2091 Left 2.0 4.0 4.0 High/ High Normal Yes CAM 2013-07-01 2020-01-01 69 157 77 77 77 81 81 81 81 81 83 83 83 80 81 81 81 80 75 75 75 75 75 73 70 70 70 73 72.0 73.0 55.0 86.0 76.0 87.0 75.0 61.0 76.0 84.0 71.0 70.0 80.0 79.0 80.0 79.0 73.0 67.0 66.0 82.0 44.0 70.0 77.0 81.0 67.0 80.0 68.0 74.0 66.0 11.0 6.0 15.0 13.0 7.0 62.7 2013.0 2020 7.0 Midfield
265 201153 Morata 25 Spain 82 85 Chelsea 28.5 135.0 1886 Right 3.0 4.0 3.0 High/ High Normal Yes ST 2017-07-21 2022-01-01 74 187 84 84 84 82 83 83 83 82 81 81 81 80 71 71 71 80 59 55 55 55 59 55 51 51 51 55 73.0 80.0 86.0 78.0 80.0 83.0 76.0 44.0 51.0 82.0 76.0 86.0 66.0 79.0 60.0 80.0 84.0 68.0 78.0 72.0 56.0 24.0 85.0 76.0 70.0 76.0 37.0 14.0 20.0 4.0 5.0 4.0 4.0 5.0 54.9 2017.0 2022 5.0 Attacking
266 199987 J. Cillessen 29 Netherlands 82 84 FC Barcelona 18 135.0 1292 Right 3.0 3.0 1.0 Medium/ Medium Normal No GK 2016-08-25 2021-01-01 73 183 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 10.0 12.0 47.0 19.0 12.0 10.0 10.0 33.0 32.0 54.0 50.0 48.0 78.0 50.0 35.0 71.0 40.0 67.0 15.0 25.0 25.0 11.0 60.0 21.0 61.0 18.0 12.0 11.0 80.0 83.0 75.0 81.0 80.0 38.3 2016.0 2021 5.0 Goalkeeper
271 198706 Luis Alberto 25 Spain 82 85 Lazio 28.5 67.0 1941 Right 2.0 3.0 4.0 High/ Medium Lean Yes CF 2016-08-31 2022-01-01 72 163 79 79 79 84 84 84 84 84 86 86 86 84 81 81 81 84 62 61 61 61 62 56 46 46 46 56 76.0 80.0 49.0 88.0 76.0 86.0 86.0 81.0 87.0 88.0 77.0 72.0 79.0 83.0 74.0 77.0 54.0 73.0 67.0 77.0 29.0 28.0 81.0 87.0 56.0 72.0 44.0 25.0 18.0 6.0 8.0 6.0 12.0 11.0 50.6 2016.0 2022 6.0 Attacking
278 193283 T. Delaney 26 Denmark 82 83 Borussia Dortmund 21.5 61.0 2211 Left 2.0 4.0 3.0 High/ High Normal No LCM 2018-07-01 2022-01-01 72 174 78 78 78 76 78 78 78 76 78 78 78 78 80 80 80 78 81 82 82 82 81 82 83 83 83 82 67.0 72.0 83.0 79.0 66.0 73.0 71.0 68.0 77.0 77.0 76.0 78.0 73.0 81.0 74.0 78.0 91.0 90.0 79.0 74.0 84.0 85.0 75.0 77.0 60.0 81.0 80.0 82.0 81.0 8.0 12.0 11.0 14.0 15.0 38.2 2018.0 2022 4.0 Midfield
280 192318 M. Götze 26 Germany 82 85 Borussia Dortmund 27 67.0 2101 Right 4.0 4.0 4.0 Medium/ Medium Normal Yes CM 2016-08-01 2020-01-01 69 165 78 78 78 83 83 83 83 83 85 85 85 84 84 84 84 84 75 75 75 75 75 71 66 66 66 71 78.0 75.0 51.0 87.0 86.0 84.0 81.0 72.0 82.0 90.0 74.0 64.0 86.0 84.0 85.0 68.0 58.0 73.0 68.0 66.0 58.0 65.0 81.0 86.0 77.0 85.0 63.0 53.0 57.0 14.0 7.0 12.0 6.0 10.0 47.9 2016.0 2020 4.0 Midfield
281 192227 S. Mustafi 26 Germany 82 84 Arsenal 22.5 115.0 1914 Right 3.0 3.0 2.0 Medium/ High Normal Yes RCB 2016-08-30 2021-01-01 72 181 67 67 67 64 65 65 65 64 66 66 66 65 70 70 70 65 75 79 79 79 75 77 83 83 83 77 53.0 58.0 81.0 77.0 51.0 53.0 55.0 47.0 69.0 70.0 58.0 65.0 63.0 82.0 67.0 66.0 83.0 68.0 78.0 52.0 82.0 82.0 50.0 55.0 54.0 73.0 80.0 82.0 82.0 11.0 9.0 15.0 10.0 6.0 44.4 2016.0 2021 5.0 Defending
282 191180 J. Pastore 29 Argentina 82 82 Roma 21.5 84.0 2050 Right 3.0 4.0 4.0 High/ Medium Lean Yes CAM 2018-07-01 2022-01-01 74 172 78 78 78 83 83 83 83 83 85 85 85 82 83 83 83 82 72 73 73 73 72 69 64 64 64 69 77.0 73.0 61.0 86.0 78.0 87.0 83.0 69.0 83.0 86.0 69.0 69.0 79.0 78.0 63.0 78.0 49.0 62.0 64.0 76.0 65.0 69.0 78.0 87.0 75.0 80.0 45.0 59.0 51.0 14.0 9.0 6.0 10.0 12.0 36.6 2018.0 2022 4.0 Midfield
283 189505 Pedro 30 Spain 82 82 Chelsea 21 140.0 1968 Right 3.0 5.0 4.0 High/ High Lean Yes RW 2015-08-20 2020-01-01 67 143 78 78 78 83 83 83 83 83 83 83 83 82 77 77 77 82 66 64 64 64 66 62 53 53 53 62 78.0 78.0 55.0 80.0 70.0 84.0 81.0 57.0 71.0 85.0 79.0 74.0 82.0 81.0 80.0 77.0 66.0 70.0 47.0 79.0 56.0 49.0 82.0 77.0 66.0 77.0 49.0 32.0 31.0 5.0 11.0 12.0 15.0 9.0 38.9 2015.0 2020 5.0 Attacking
284 189125 G. Bonaventura 28 Italy 82 82 Milan 22 115.0 2207 Right 3.0 3.0 4.0 High/ Medium Lean No CM 2014-09-01 2020-01-01 71 165 80 80 80 83 83 83 83 83 84 84 84 83 84 84 84 83 81 80 80 80 81 79 75 75 75 79 82.0 70.0 70.0 84.0 78.0 83.0 78.0 78.0 80.0 85.0 75.0 77.0 77.0 82.0 77.0 84.0 69.0 84.0 66.0 86.0 68.0 72.0 78.0 82.0 68.0 82.0 74.0 72.0 68.0 10.0 14.0 7.0 15.0 14.0 37.4 2014.0 2020 6.0 Midfield
285 189117 R. Bürki 27 Switzerland 82 85 Borussia Dortmund 18.5 50.0 1245 Right 3.0 2.0 1.0 Medium/ Medium Normal No GK 2015-07-01 2021-01-01 74 187 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 15.0 8.0 17.0 37.0 13.0 12.0 13.0 12.0 24.0 23.0 44.0 54.0 49.0 79.0 52.0 22.0 74.0 36.0 74.0 14.0 35.0 18.0 10.0 50.0 20.0 58.0 11.0 13.0 16.0 86.0 78.0 73.0 77.0 86.0 32.8 2015.0 2021 6.0 Goalkeeper
287 187936 S. Nzonzi 29 France 82 82 Roma 17 77.0 2006 Right 2.0 3.0 2.0 Medium/ Medium Lean Yes CDM 2018-08-14 2022-01-01 77 165 74 74 74 70 74 74 74 70 74 74 74 72 79 79 79 72 76 83 83 83 76 77 83 83 83 77 59.0 64.0 79.0 79.0 55.0 72.0 73.0 42.0 77.0 81.0 44.0 55.0 36.0 81.0 31.0 79.0 75.0 86.0 92.0 66.0 87.0 84.0 70.0 77.0 57.0 85.0 81.0 80.0 76.0 7.0 16.0 16.0 16.0 13.0 28.9 2018.0 2022 4.0 Midfield
289 186561 A. Ramsey 27 Wales 82 83 Arsenal 25 130.0 2110 Right 3.0 3.0 3.0 High/ High Lean Yes CAM 2008-06-13 2019-01-01 72 168 78 78 78 80 81 81 81 80 82 82 82 81 83 83 83 81 78 78 78 78 78 75 72 72 72 75 75.0 74.0 58.0 84.0 79.0 81.0 70.0 66.0 80.0 82.0 64.0 69.0 73.0 81.0 74.0 81.0 66.0 89.0 67.0 74.0 73.0 69.0 84.0 79.0 75.0 81.0 66.0 70.0 67.0 6.0 11.0 5.0 10.0 8.0 49.4 2008.0 2019 11.0 Midfield
290 186345 K. Trippier 27 England 82 82 Tottenham Hotspur 18.5 99.0 2161 Right 2.0 4.0 3.0 High/ High Normal Yes RB 2015-06-19 2022-01-01 70 159 72 72 72 77 75 75 75 77 77 77 77 79 80 80 80 79 83 80 80 80 83 82 78 78 78 82 91.0 48.0 73.0 79.0 54.0 75.0 87.0 83.0 78.0 80.0 76.0 75.0 74.0 81.0 74.0 75.0 73.0 88.0 65.0 70.0 70.0 79.0 75.0 80.0 66.0 73.0 77.0 82.0 79.0 11.0 14.0 8.0 11.0 10.0 34.2 2015.0 2022 7.0 Defending
291 185103 A. Kolarov 32 Serbia 82 82 Roma 12.5 73.0 2230 Left 2.0 3.0 3.0 High/ Medium Normal Yes LB 2017-07-22 2020-01-01 74 183 76 76 76 77 77 77 77 77 77 77 77 79 80 80 80 79 82 81 81 81 82 82 82 82 82 82 91.0 55.0 80.0 77.0 64.0 79.0 85.0 86.0 77.0 76.0 73.0 70.0 63.0 84.0 58.0 91.0 80.0 84.0 77.0 83.0 85.0 81.0 75.0 77.0 74.0 88.0 81.0 82.0 81.0 16.0 15.0 8.0 16.0 6.0 21.3 2017.0 2020 3.0 Defending
296 183711 J. Henderson 28 England 82 82 Liverpool 18 125.0 2163 Right 2.0 3.0 3.0 Medium/ High Normal Yes RCM 2011-06-09 2020-01-01 72 176 74 74 74 77 77 77 77 77 79 79 79 79 82 82 82 79 81 82 82 82 81 80 78 78 78 80 81.0 67.0 65.0 84.0 72.0 73.0 80.0 74.0 84.0 80.0 67.0 66.0 70.0 80.0 70.0 77.0 79.0 91.0 72.0 71.0 77.0 80.0 75.0 83.0 64.0 78.0 77.0 79.0 76.0 7.0 13.0 7.0 9.0 13.0 34.2 2011.0 2020 9.0 Midfield
298 183498 M. Parolo 33 Italy 82 82 Lazio 9 59.0 2151 Right 2.0 4.0 3.0 High/ High Lean No RDM 2014-07-01 2020-01-01 72 165 79 79 79 77 79 79 79 77 79 79 79 78 82 82 82 78 80 82 82 82 80 80 80 80 80 80 70.0 70.0 75.0 80.0 76.0 75.0 67.0 55.0 83.0 79.0 68.0 69.0 67.0 82.0 71.0 87.0 77.0 88.0 77.0 86.0 80.0 80.0 82.0 78.0 45.0 78.0 78.0 80.0 82.0 13.0 9.0 6.0 7.0 9.0 15.3 2014.0 2020 6.0 Midfield
302 181291 G. Wijnaldum 27 Netherlands 82 82 Liverpool 23 130.0 2175 Right 3.0 3.0 4.0 High/ High Lean Yes CAM 2016-07-22 2021-01-01 69 152 79 79 79 81 82 82 82 81 82 82 82 82 83 83 83 82 79 80 80 80 79 78 76 76 76 78 67.0 70.0 72.0 84.0 73.0 84.0 76.0 70.0 76.0 84.0 77.0 76.0 80.0 82.0 81.0 76.0 80.0 85.0 72.0 71.0 64.0 76.0 79.0 78.0 74.0 82.0 74.0 75.0 65.0 16.0 6.0 14.0 12.0 6.0 43.7 2016.0 2021 5.0 Midfield
303 179847 F. Fazio 31 Argentina 82 82 Roma 15 73.0 1633 Right 3.0 2.0 2.0 Medium/ Medium Normal Yes LCB 2017-07-15 2020-01-01 77 187 59 59 59 53 56 56 56 53 55 55 55 57 64 64 64 57 72 79 79 79 72 74 84 84 84 74 44.0 41.0 89.0 64.0 35.0 48.0 46.0 37.0 62.0 72.0 36.0 43.0 29.0 84.0 32.0 63.0 41.0 74.0 91.0 26.0 84.0 85.0 32.0 47.0 26.0 86.0 85.0 85.0 78.0 8.0 9.0 12.0 11.0 14.0 25.5 2017.0 2020 3.0 Defending
304 178509 O. Giroud 31 France 82 82 Chelsea 20 140.0 1927 Left 3.0 3.0 3.0 Medium/ Medium Normal Yes ST 2018-01-31 2019-01-01 76 203 82 82 82 75 79 79 79 75 77 77 77 74 74 74 74 74 58 62 62 62 58 55 59 59 59 55 64.0 83.0 90.0 79.0 82.0 70.0 70.0 65.0 58.0 83.0 43.0 50.0 57.0 83.0 54.0 85.0 84.0 62.0 88.0 74.0 76.0 42.0 83.0 76.0 83.0 78.0 37.0 37.0 20.0 12.0 15.0 11.0 6.0 5.0 37 2018.0 2019 1.0 Attacking
305 173521 Marcano 31 Spain 82 82 Roma 15 73.0 1827 Left 3.0 3.0 2.0 Medium/ Medium Lean No CB 2018-07-01 2021-01-01 74 170 61 61 61 59 60 60 60 59 61 61 61 62 67 67 67 62 76 79 79 79 76 78 84 84 84 78 49.0 43.0 83.0 76.0 34.0 54.0 39.0 37.0 67.0 67.0 67.0 69.0 58.0 78.0 56.0 65.0 91.0 78.0 77.0 42.0 82.0 82.0 30.0 48.0 45.0 72.0 85.0 84.0 80.0 8.0 16.0 7.0 14.0 16.0 25.5 2018.0 2021 3.0 Defending
311 165229 L. Koscielny 32 France 82 82 Arsenal 12.5 115.0 1807 Right 3.0 3.0 2.0 Medium/ High Lean Yes CB 2010-07-07 2020-01-01 73 165 60 60 60 61 61 61 61 61 63 63 63 63 68 68 68 63 74 78 78 78 74 77 83 83 83 77 52.0 32.0 80.0 76.0 35.0 62.0 22.0 49.0 69.0 66.0 64.0 66.0 65.0 76.0 61.0 54.0 78.0 62.0 75.0 47.0 86.0 84.0 41.0 56.0 51.0 75.0 80.0 84.0 83.0 13.0 11.0 9.0 11.0 7.0 23.8 2010.0 2020 10.0 Defending
313 158963 L. Biglia 32 Argentina 82 82 Milan 12.5 98.0 2104 Right 3.0 4.0 3.0 Medium/ High Normal No CDM 2017-07-17 2020-01-01 70 139 69 69 69 75 74 74 74 75 78 78 78 77 81 81 81 77 80 83 83 83 80 79 78 78 78 79 74.0 50.0 54.0 86.0 78.0 80.0 71.0 76.0 82.0 84.0 65.0 65.0 76.0 80.0 78.0 77.0 62.0 75.0 65.0 75.0 83.0 82.0 50.0 80.0 72.0 80.0 80.0 78.0 74.0 14.0 12.0 7.0 12.0 7.0 21.3 2017.0 2020 3.0 Midfield
314 146530 Dani Alves 35 Brazil 82 82 Paris Saint-Germain 4.8 62.0 2197 Right 4.0 3.0 4.0 High/ Low Normal Yes RB 2017-07-12 2019-01-01 68 150 77 77 77 82 81 81 81 82 82 82 82 82 82 82 82 82 82 81 81 81 82 82 78 78 78 82 85.0 61.0 72.0 81.0 68.0 84.0 80.0 74.0 79.0 86.0 77.0 79.0 84.0 77.0 87.0 86.0 80.0 74.0 55.0 78.0 78.0 79.0 74.0 78.0 70.0 80.0 72.0 79.0 82.0 5.0 11.0 9.0 6.0 7.0 8.9 2017.0 2019 2.0 Defending
317 48940 P. Čech 36 Czech Republic 82 82 Arsenal 3 60.0 1166 Left 4.0 3.0 1.0 Medium/ Medium Normal Yes GK 2015-06-29 2019-01-01 77 198 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 19.0 12.0 19.0 35.0 17.0 12.0 13.0 19.0 33.0 22.0 35.0 38.0 46.0 77.0 34.0 21.0 50.0 32.0 63.0 11.0 17.0 23.0 13.0 53.0 23.0 63.0 12.0 13.0 12.0 78.0 82.0 70.0 83.0 79.0 5.7 2015.0 2019 4.0 Goalkeeper
319 231677 M. Rashford 20 England 81 89 Manchester United 27 110.0 2062 Right 2.0 4.0 4.0 High/ Medium Lean Yes LW 2014-07-01 2020-01-01 73 154 81 81 81 82 82 82 82 82 80 80 80 81 74 74 74 81 65 61 61 61 65 62 55 55 55 62 75.0 78.0 71.0 75.0 72.0 83.0 77.0 78.0 65.0 80.0 90.0 93.0 88.0 79.0 77.0 87.0 68.0 79.0 71.0 77.0 70.0 42.0 81.0 74.0 74.0 73.0 32.0 40.0 33.0 11.0 6.0 15.0 7.0 14.0 55.4 2014.0 2020 6.0 Attacking
322 229237 M. Akanji 22 Switzerland 81 87 Borussia Dortmund 21 49.0 1868 Right 2.0 3.0 2.0 Medium/ High Normal No LCB 2018-01-15 2022-01-01 74 187 62 62 62 65 64 64 64 65 67 67 67 68 72 72 72 68 77 80 80 80 77 78 82 82 82 78 51.0 36.0 75.0 78.0 40.0 67.0 42.0 27.0 76.0 75.0 72.0 86.0 69.0 81.0 66.0 58.0 78.0 76.0 84.0 45.0 75.0 79.0 33.0 66.0 40.0 76.0 82.0 84.0 80.0 10.0 9.0 13.0 6.0 9.0 39.9 2018.0 2022 4.0 Defending
324 227928 Nélson Semedo 24 Portugal 81 86 FC Barcelona 20 125.0 2039 Right 2.0 3.0 4.0 Medium/ High Lean No RB 2017-07-14 2022-01-01 70 148 71 71 71 76 75 75 75 76 74 74 74 78 75 75 75 78 82 77 77 77 82 81 76 76 76 81 74.0 50.0 58.0 73.0 42.0 80.0 61.0 30.0 65.0 78.0 91.0 92.0 88.0 82.0 83.0 74.0 80.0 91.0 62.0 60.0 77.0 80.0 72.0 62.0 38.0 75.0 75.0 78.0 79.0 16.0 12.0 10.0 14.0 12.0 42.5 2017.0 2022 5.0 Defending
326 226271 Fabián 22 Spain 81 89 Napoli 26 64.0 2094 Left 1.0 4.0 4.0 Medium/ Medium Lean No LM 2018-07-05 2023-01-01 74 154 78 78 78 80 80 80 80 80 81 81 81 79 82 82 82 79 77 78 78 78 77 76 74 74 74 76 72.0 79.0 67.0 80.0 65.0 81.0 74.0 59.0 80.0 83.0 69.0 67.0 73.0 79.0 66.0 75.0 46.0 73.0 69.0 82.0 66.0 77.0 80.0 82.0 67.0 77.0 70.0 78.0 75.0 16.0 11.0 7.0 13.0 13.0 49.4 2018.0 2023 5.0 Midfield
327 225508 E. Bailly 24 Ivory Coast 81 87 Manchester United 21 105.0 1853 Right 2.0 3.0 2.0 Medium/ High Normal Yes CB 2016-07-01 2020-01-01 73 170 60 60 60 60 60 60 60 60 61 61 61 62 65 65 65 62 74 75 75 75 74 76 82 82 82 76 51.0 33.0 79.0 70.0 42.0 60.0 46.0 43.0 56.0 65.0 68.0 79.0 65.0 74.0 62.0 55.0 85.0 72.0 85.0 48.0 87.0 81.0 47.0 54.0 46.0 70.0 80.0 82.0 83.0 14.0 14.0 10.0 9.0 8.0 43.1 2016.0 2020 4.0 Defending
328 222509 Dani Ceballos 21 Spain 81 88 Real Madrid 25 120.0 2059 Right 1.0 3.0 4.0 Medium/ Medium Normal Yes LCM 2017-07-14 2023-01-01 70 154 72 72 72 80 79 79 79 80 82 82 82 80 82 82 82 80 77 78 78 78 77 75 70 70 70 75 74.0 68.0 41.0 83.0 62.0 85.0 73.0 63.0 80.0 85.0 73.0 67.0 82.0 80.0 79.0 64.0 52.0 75.0 62.0 71.0 76.0 76.0 76.0 83.0 55.0 80.0 62.0 75.0 74.0 12.0 15.0 16.0 7.0 13.0 56.3 2017.0 2023 6.0 Midfield
332 216409 M. Politano 24 Italy 81 84 Inter 22.5 57.0 1983 Left 2.0 4.0 4.0 High/ Medium Normal No RM NaT 2019-06-30 67 148 75 75 75 82 80 80 80 82 81 81 81 81 75 75 75 81 66 62 62 62 66 61 50 50 50 61 79.0 74.0 40.0 78.0 73.0 84.0 77.0 75.0 74.0 83.0 85.0 84.0 90.0 79.0 82.0 78.0 50.0 79.0 45.0 82.0 63.0 38.0 77.0 75.0 70.0 79.0 63.0 29.0 29.0 11.0 12.0 6.0 8.0 11.0 19.8 2017.0 2019 2.0 Midfield
333 216352 M. Brozović 25 Croatia 81 84 Inter 18.5 64.0 2149 Right 2.0 4.0 3.0 Medium/ Medium Lean Yes LDM 2016-07-01 2022-01-01 71 150 75 75 75 78 78 78 78 78 80 80 80 79 82 82 82 79 79 81 81 81 79 78 76 76 76 78 72.0 69.0 62.0 83.0 65.0 81.0 79.0 74.0 83.0 83.0 69.0 70.0 74.0 77.0 74.0 80.0 68.0 84.0 66.0 81.0 79.0 81.0 69.0 80.0 69.0 78.0 75.0 77.0 75.0 8.0 8.0 15.0 11.0 8.0 32.8 2016.0 2022 6.0 Midfield
335 214997 A. Correa 23 Argentina 81 87 Atlético Madrid 24.5 54.0 2047 Right 1.0 4.0 4.0 Medium/ Low Lean Yes RM 2014-12-13 2024-01-01 67 150 81 81 81 84 84 84 84 84 83 83 83 82 77 77 77 82 69 65 65 65 69 67 60 60 60 67 74.0 82.0 67.0 73.0 79.0 87.0 82.0 65.0 65.0 87.0 87.0 82.0 87.0 82.0 83.0 80.0 50.0 74.0 63.0 83.0 41.0 48.0 82.0 78.0 55.0 74.0 58.0 53.0 44.0 13.0 10.0 9.0 8.0 16.0 55.1 2014.0 2024 10.0 Midfield
336 213661 A. Christensen 22 Denmark 81 88 Chelsea 21.5 91.0 1717 Right 2.0 3.0 2.0 Low/ Medium Lean Yes LCB 2013-04-10 2022-01-01 74 179 57 57 57 61 60 60 60 61 64 64 64 65 70 70 70 65 75 79 79 79 75 77 81 81 81 77 49.0 36.0 80.0 77.0 25.0 68.0 32.0 22.0 72.0 74.0 66.0 70.0 61.0 80.0 61.0 31.0 72.0 69.0 73.0 20.0 73.0 82.0 32.0 62.0 36.0 77.0 80.0 86.0 84.0 10.0 12.0 8.0 6.0 8.0 44.1 2013.0 2022 9.0 Defending
337 212814 João Mário 25 Portugal 81 84 Inter 22.5 71.0 2055 Right 3.0 4.0 4.0 Medium/ Medium Normal Yes CAM 2016-08-28 2021-01-01 70 161 75 75 75 80 79 79 79 80 81 81 81 80 81 81 81 80 76 76 76 76 76 73 69 69 69 73 77.0 64.0 55.0 83.0 69.0 83.0 74.0 67.0 78.0 83.0 73.0 69.0 81.0 73.0 77.0 76.0 64.0 79.0 68.0 72.0 60.0 72.0 77.0 81.0 66.0 82.0 57.0 70.0 62.0 6.0 15.0 8.0 8.0 8.0 39.9 2016.0 2021 5.0 Midfield
338 212151 T. Strakosha 23 Albania 81 86 Lazio 17 36.0 1139 Right 1.0 2.0 1.0 Medium/ Medium Lean No GK 2012-08-09 2019-01-01 76 172 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 18.0 18.0 11.0 26.0 11.0 14.0 14.0 12.0 22.0 15.0 41.0 46.0 31.0 74.0 47.0 18.0 49.0 23.0 56.0 14.0 20.0 24.0 18.0 49.0 21.0 61.0 20.0 18.0 12.0 81.0 77.0 75.0 78.0 86.0 30.2 2012.0 2019 7.0 Goalkeeper
339 210864 E. Hysaj 24 Albania 81 86 Napoli 20 58.0 1935 Right 2.0 3.0 3.0 Medium/ Medium Normal No RB 2015-08-02 2021-01-01 72 154 67 67 67 72 70 70 70 72 71 71 71 75 73 73 73 75 81 79 79 79 81 81 78 78 78 81 78.0 47.0 66.0 77.0 40.0 75.0 40.0 30.0 70.0 77.0 79.0 82.0 76.0 79.0 69.0 68.0 69.0 87.0 69.0 43.0 79.0 80.0 63.0 59.0 40.0 76.0 80.0 81.0 80.0 12.0 6.0 14.0 9.0 11.0 35.5 2015.0 2021 6.0 Defending
340 210406 P. Zieliński 24 Poland 81 88 Napoli 24.5 64.0 2075 Right 3.0 5.0 4.0 Medium/ Medium Lean No RCM 2016-08-09 2021-01-01 71 165 76 76 76 82 81 81 81 82 83 83 83 82 82 82 82 82 79 77 77 77 79 77 70 70 70 77 77.0 65.0 52.0 82.0 70.0 84.0 80.0 65.0 79.0 85.0 82.0 84.0 79.0 76.0 76.0 76.0 54.0 72.0 54.0 80.0 56.0 75.0 77.0 82.0 51.0 75.0 69.0 72.0 71.0 12.0 9.0 12.0 11.0 6.0 46.6 2016.0 2021 5.0 Midfield
343 209889 R. Guerreiro 24 Portugal 81 86 Borussia Dortmund 24 54.0 2146 Left 3.0 3.0 4.0 Medium/ Medium Normal No LM 2016-07-01 2020-01-01 67 157 77 77 77 83 82 82 82 83 83 83 83 83 82 82 82 83 81 79 79 79 81 79 72 72 72 79 85.0 75.0 52.0 84.0 78.0 83.0 84.0 82.0 75.0 84.0 82.0 68.0 88.0 83.0 86.0 79.0 63.0 72.0 49.0 82.0 69.0 84.0 77.0 79.0 44.0 75.0 67.0 70.0 77.0 12.0 6.0 8.0 11.0 8.0 42.6 2016.0 2020 4.0 Midfield
348 205923 B. Davies 25 Wales 81 84 Tottenham Hotspur 18.5 87.0 2035 Left 2.0 3.0 3.0 High/ High Lean Yes LB 2014-07-23 2021-01-01 72 168 71 71 71 75 74 74 74 75 75 75 75 78 77 77 77 78 82 80 80 80 82 81 79 79 79 81 83.0 58.0 69.0 79.0 48.0 76.0 72.0 48.0 70.0 79.0 76.0 74.0 70.0 78.0 68.0 65.0 73.0 85.0 69.0 52.0 76.0 79.0 71.0 75.0 54.0 74.0 78.0 83.0 82.0 11.0 7.0 6.0 7.0 14.0 35.6 2014.0 2021 7.0 Defending
350 205175 A. Milik 24 Poland 81 88 Napoli 25.5 71.0 1937 Left 3.0 3.0 4.0 Medium/ Medium Lean Yes CF 2016-08-02 2021-01-01 73 172 82 82 82 76 78 78 78 76 75 75 75 74 69 69 69 74 58 58 58 58 58 57 55 55 55 57 58.0 88.0 78.0 63.0 76.0 74.0 71.0 74.0 62.0 78.0 69.0 74.0 68.0 75.0 63.0 85.0 62.0 73.0 78.0 82.0 67.0 36.0 81.0 60.0 79.0 72.0 35.0 34.0 32.0 9.0 16.0 16.0 15.0 6.0 48.5 2016.0 2021 5.0 Attacking
352 204884 B. Mendy 23 France 81 86 Manchester City 20 105.0 2038 Left 2.0 3.0 3.0 High/ Low Normal Yes LB 2017-07-24 2022-01-01 73 187 70 70 70 76 75 75 75 76 76 76 76 78 78 78 78 78 82 80 80 80 82 82 79 79 79 82 87.0 33.0 65.0 80.0 31.0 80.0 80.0 34.0 69.0 79.0 77.0 86.0 68.0 80.0 70.0 79.0 71.0 81.0 81.0 65.0 75.0 79.0 77.0 76.0 50.0 79.0 78.0 79.0 81.0 7.0 7.0 9.0 15.0 9.0 38.5 2017.0 2022 5.0 Defending
354 203890 S. Vrsaljko 26 Croatia 81 84 Inter 18 57.0 2069 Right 2.0 3.0 3.0 High/ Medium Lean No RB NaT 2019-06-30 71 168 69 69 69 73 72 72 72 73 72 72 72 76 75 75 75 76 81 79 79 79 81 81 79 79 79 81 82.0 44.0 73.0 77.0 53.0 74.0 70.0 57.0 70.0 79.0 82.0 79.0 67.0 77.0 72.0 75.0 85.0 90.0 73.0 58.0 75.0 79.0 65.0 68.0 52.0 67.0 77.0 81.0 77.0 15.0 11.0 10.0 10.0 12.0 19.8 2017.0 2019 2.0 Defending
358 201454 F. Ghoulam 27 Algeria 81 82 Napoli 16.5 68.0 2114 Left 2.0 4.0 3.0 High/ Medium Normal No LB 2014-01-31 2022-01-01 72 176 72 72 72 76 75 75 75 76 75 75 75 78 78 78 78 78 82 79 79 79 82 81 78 78 78 81 85.0 54.0 70.0 79.0 52.0 79.0 77.0 68.0 74.0 80.0 71.0 82.0 72.0 79.0 62.0 80.0 73.0 88.0 68.0 69.0 74.0 76.0 69.0 69.0 76.0 75.0 79.0 81.0 80.0 12.0 7.0 8.0 8.0 13.0 29.3 2014.0 2022 8.0 Defending
362 200454 Paco Alcácer 24 Spain 81 85 Borussia Dortmund 23.5 59.0 1948 Right 2.0 4.0 3.0 High/ Medium Normal Yes ST 2018-11-23 2023-01-01 69 159 82 82 82 79 81 81 81 79 78 78 78 76 69 69 69 76 58 55 55 55 58 55 51 51 51 55 53.0 85.0 77.0 76.0 84.0 78.0 78.0 63.0 51.0 81.0 82.0 80.0 83.0 84.0 84.0 80.0 75.0 65.0 64.0 68.0 59.0 26.0 86.0 65.0 71.0 82.0 50.0 21.0 26.0 12.0 14.0 14.0 8.0 5.0 41.7 2018.0 2023 5.0 Attacking
363 199715 Vitolo 28 Spain 81 81 Atlético Madrid 18 65.0 2007 Right 2.0 4.0 3.0 High/ High Normal Yes LM 2017-07-12 2022-01-01 73 174 79 79 79 81 81 81 81 81 81 81 81 82 76 76 76 82 63 62 62 62 63 59 54 54 54 59 78.0 77.0 65.0 79.0 75.0 84.0 76.0 62.0 80.0 83.0 78.0 77.0 74.0 80.0 63.0 77.0 70.0 80.0 81.0 73.0 61.0 25.0 80.0 78.0 74.0 70.0 68.0 21.0 23.0 11.0 16.0 8.0 14.0 16.0 36.9 2017.0 2022 5.0 Midfield
364 199503 G. Xhaka 25 Switzerland 81 84 Arsenal 22 115.0 1978 Left 3.0 2.0 3.0 Medium/ Medium Normal Yes LDM 2016-07-01 2021-01-01 73 181 71 71 71 72 74 74 74 72 77 77 77 74 82 82 82 74 74 80 80 80 74 73 74 74 74 73 71.0 49.0 62.0 85.0 50.0 70.0 73.0 77.0 85.0 80.0 47.0 49.0 49.0 77.0 61.0 88.0 32.0 80.0 75.0 80.0 92.0 71.0 77.0 81.0 63.0 74.0 68.0 72.0 68.0 7.0 8.0 11.0 7.0 13.0 43.5 2016.0 2021 5.0 Midfield
367 196889 S. Verdi 25 Italy 81 81 Napoli 19.5 77.0 2053 Left 2.0 5.0 4.0 High/ Medium Lean No RW 2018-07-01 2023-01-01 67 134 75 75 75 83 81 81 81 83 83 83 83 83 78 78 78 83 71 65 65 65 71 67 55 55 55 67 82.0 67.0 42.0 82.0 74.0 84.0 84.0 84.0 76.0 86.0 88.0 86.0 92.0 78.0 90.0 81.0 51.0 75.0 48.0 77.0 48.0 36.0 76.0 82.0 68.0 78.0 55.0 48.0 60.0 12.0 10.0 7.0 15.0 9.0 33.2 2018.0 2023 5.0 Attacking
368 195086 D. Lovren 28 Croatia 81 82 Liverpool 16 115.0 1726 Right 2.0 4.0 2.0 Medium/ High Normal Yes RCB 2014-07-27 2021-01-01 74 185 56 56 56 56 56 56 56 56 58 58 58 60 64 64 64 60 73 76 76 76 73 74 81 81 81 74 59.0 33.0 80.0 69.0 42.0 63.0 26.0 18.0 66.0 67.0 54.0 55.0 50.0 75.0 41.0 63.0 81.0 68.0 82.0 34.0 87.0 81.0 21.0 56.0 52.0 70.0 77.0 83.0 85.0 14.0 14.0 13.0 10.0 7.0 31.6 2014.0 2021 7.0 Defending
370 193348 X. Shaqiri 26 Switzerland 81 81 Liverpool 19 130.0 2087 Left 3.0 4.0 5.0 Medium/ Medium Shaqiri Yes CAM 2018-07-13 2023-01-01 67 159 78 78 78 83 82 82 82 83 83 83 83 83 80 80 80 83 70 69 69 69 70 66 58 58 58 66 78.0 71.0 45.0 81.0 76.0 86.0 88.0 84.0 80.0 84.0 84.0 77.0 84.0 80.0 91.0 87.0 52.0 75.0 73.0 84.0 61.0 55.0 74.0 81.0 65.0 82.0 35.0 49.0 48.0 13.0 12.0 12.0 11.0 11.0 36.1 2018.0 2023 5.0 Midfield
372 193105 A. Areola 25 France 81 85 Paris Saint-Germain 16.5 61.0 1266 Right 2.0 3.0 1.0 Medium/ Medium Normal Yes GK 2010-07-01 2019-01-01 77 207 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 20.0 19.0 14.0 41.0 16.0 12.0 16.0 16.0 32.0 22.0 54.0 52.0 53.0 77.0 58.0 25.0 59.0 28.0 80.0 14.0 26.0 23.0 17.0 34.0 25.0 64.0 11.0 18.0 12.0 83.0 78.0 70.0 77.0 84.0 31.8 2010.0 2019 9.0 Goalkeeper
374 191740 Ander Herrera 28 Spain 81 81 Manchester United 17.5 140.0 2170 Right 3.0 4.0 3.0 High/ High Lean Yes CM 2014-06-26 2019-01-01 72 154 76 76 76 79 79 79 79 79 81 81 81 81 83 83 83 81 82 84 84 84 82 81 79 79 79 81 74.0 71.0 58.0 83.0 65.0 77.0 80.0 65.0 79.0 82.0 75.0 68.0 79.0 82.0 78.0 75.0 61.0 87.0 67.0 69.0 86.0 86.0 78.0 78.0 79.0 84.0 78.0 80.0 77.0 9.0 12.0 15.0 9.0 8.0 32.4 2014.0 2019 5.0 Midfield
376 190813 S. El Shaarawy 25 Italy 81 82 Roma 21 77.0 1913 Right 3.0 3.0 5.0 High/ Medium Lean Yes LM 2016-01-26 2020-01-01 70 159 77 77 77 82 81 81 81 82 80 80 80 80 72 72 72 80 64 59 59 59 64 60 52 52 52 60 74.0 78.0 51.0 74.0 79.0 84.0 83.0 63.0 57.0 86.0 86.0 87.0 85.0 72.0 81.0 74.0 60.0 68.0 54.0 74.0 54.0 36.0 78.0 73.0 67.0 72.0 59.0 30.0 25.0 5.0 3.0 5.0 5.0 3.0 37.3 2016.0 2020 4.0 Midfield
377 189881 C. Smalling 28 England 81 82 Manchester United 16 130.0 1799 Right 3.0 3.0 2.0 Medium/ High Lean Yes RCB 2010-07-01 2019-01-01 76 179 62 62 62 60 60 60 60 60 60 60 60 62 64 64 64 62 73 75 75 75 73 75 82 82 82 75 52.0 54.0 82.0 63.0 49.0 59.0 49.0 22.0 63.0 58.0 61.0 74.0 55.0 75.0 45.0 42.0 76.0 71.0 87.0 35.0 83.0 81.0 48.0 49.0 52.0 67.0 81.0 82.0 80.0 10.0 15.0 16.0 15.0 15.0 30.8 2010.0 2019 9.0 Defending
379 189358 S. Kagawa 29 Japan 81 81 Borussia Dortmund 17.5 65.0 1948 Right 3.0 4.0 4.0 High/ Medium Lean Yes CAM 2014-08-31 2020-01-01 69 150 73 73 73 80 79 79 79 80 82 82 82 81 80 80 80 81 71 69 69 69 71 67 57 57 57 67 65.0 76.0 48.0 83.0 76.0 86.0 74.0 63.0 72.0 83.0 74.0 60.0 87.0 81.0 88.0 54.0 65.0 82.0 39.0 55.0 30.0 59.0 80.0 80.0 80.0 83.0 56.0 53.0 49.0 11.0 9.0 8.0 9.0 13.0 29.8 2014.0 2020 6.0 Midfield
383 185239 O. Toprak 28 Turkey 81 82 Borussia Dortmund 16 59.0 1826 Right 3.0 4.0 2.0 Medium/ Medium Normal No CB 2017-07-01 2021-01-01 73 183 61 61 61 62 62 62 62 62 64 64 64 65 69 69 69 65 76 78 78 78 76 78 82 82 82 78 49.0 28.0 80.0 75.0 47.0 63.0 44.0 33.0 70.0 71.0 71.0 83.0 64.0 81.0 61.0 62.0 80.0 67.0 78.0 29.0 70.0 78.0 35.0 59.0 43.0 78.0 82.0 83.0 83.0 11.0 8.0 11.0 12.0 15.0 28.4 2017.0 2021 4.0 Defending
384 183900 D. Perotti 29 Argentina 81 81 Roma 17.5 84.0 1959 Right 3.0 4.0 4.0 Medium/ Medium Lean No LW 2016-01-01 2021-01-01 70 154 76 76 76 83 82 82 82 83 84 84 84 83 78 78 78 83 66 63 63 63 66 61 53 53 53 61 79.0 66.0 57.0 81.0 60.0 88.0 72.0 64.0 69.0 88.0 86.0 76.0 83.0 80.0 78.0 73.0 64.0 73.0 60.0 71.0 51.0 36.0 78.0 84.0 90.0 81.0 58.0 31.0 22.0 5.0 8.0 14.0 6.0 8.0 29.8 2016.0 2021 5.0 Attacking
392 173771 L. Piszczek 33 Poland 81 81 Borussia Dortmund 7 57.0 2128 Right 3.0 4.0 2.0 Medium/ Medium Normal Yes RB 2010-07-01 2020-01-01 72 174 76 76 76 77 76 76 76 77 76 76 76 78 77 77 77 78 82 81 81 81 82 82 82 82 82 82 82.0 65.0 74.0 76.0 64.0 72.0 80.0 47.0 69.0 76.0 74.0 83.0 66.0 81.0 66.0 78.0 77.0 77.0 78.0 69.0 83.0 83.0 73.0 71.0 65.0 82.0 81.0 82.0 79.0 14.0 11.0 14.0 6.0 12.0 11.9 2010.0 2020 10.0 Defending
393 173221 A. Candreva 31 Italy 81 81 Inter 15.5 74.0 2084 Right 3.0 4.0 4.0 Medium/ Medium Normal No RM 2016-08-03 2021-01-01 71 154 79 79 79 82 81 81 81 82 81 81 81 82 80 80 80 82 76 74 74 74 76 73 67 67 67 73 83.0 73.0 55.0 78.0 75.0 82.0 74.0 71.0 73.0 83.0 77.0 78.0 74.0 78.0 76.0 87.0 35.0 86.0 69.0 82.0 66.0 67.0 79.0 77.0 83.0 73.0 61.0 63.0 53.0 10.0 4.0 14.0 4.0 14.0 26.4 2016.0 2021 5.0 Midfield
395 170368 E. Lamela 26 Argentina 81 82 Tottenham Hotspur 21 105.0 2100 Left 2.0 2.0 4.0 High/ High Lean Yes RM 2013-08-30 2022-01-01 72 176 79 79 79 82 82 82 82 82 82 82 82 82 79 79 79 82 68 68 68 68 68 65 61 61 61 65 78.0 74.0 69.0 83.0 77.0 86.0 83.0 80.0 73.0 84.0 76.0 74.0 75.0 78.0 74.0 81.0 63.0 78.0 68.0 82.0 84.0 45.0 79.0 83.0 75.0 78.0 48.0 51.0 42.0 10.0 15.0 11.0 8.0 13.0 40.4 2013.0 2022 9.0 Midfield
396 169595 D. Rose 27 England 81 81 Tottenham Hotspur 14.5 92.0 2094 Left 3.0 3.0 3.0 Medium/ High Normal Yes LB 2007-07-01 2021-01-01 69 168 72 72 72 77 76 76 76 77 76 76 76 78 77 77 77 78 82 80 80 80 82 82 81 81 81 82 82.0 57.0 62.0 76.0 64.0 80.0 64.0 57.0 66.0 77.0 79.0 78.0 69.0 82.0 76.0 68.0 75.0 78.0 72.0 67.0 87.0 81.0 68.0 73.0 57.0 75.0 77.0 83.0 84.0 10.0 11.0 8.0 13.0 13.0 26.8 2007.0 2021 14.0 Defending
399 167905 A. Valencia 32 Ecuador 81 81 Manchester United 10 120.0 2142 Right 2.0 2.0 3.0 High/ High Stocky Yes RM 2009-06-30 2019-01-01 71 183 76 76 76 78 78 78 78 78 78 78 78 79 79 79 79 79 82 81 81 81 82 81 80 80 80 81 79.0 60.0 62.0 81.0 64.0 80.0 70.0 66.0 72.0 81.0 82.0 85.0 72.0 82.0 78.0 85.0 69.0 79.0 79.0 66.0 80.0 82.0 73.0 71.0 55.0 82.0 77.0 82.0 79.0 16.0 11.0 10.0 7.0 7.0 18.5 2009.0 2019 10.0 Midfield
402 161956 Borja Valero 33 Spain 81 81 Inter 11 74.0 2039 Right 3.0 4.0 4.0 Medium/ Medium Normal No CAM 2017-07-10 2020-01-01 69 161 74 74 74 79 79 79 79 79 83 83 83 80 84 84 84 80 75 77 77 77 75 72 69 69 69 72 78.0 67.0 60.0 89.0 70.0 85.0 78.0 76.0 85.0 88.0 55.0 52.0 74.0 81.0 80.0 72.0 67.0 69.0 66.0 70.0 52.0 70.0 70.0 86.0 72.0 83.0 65.0 66.0 62.0 5.0 4.0 10.0 8.0 7.0 18.7 2017.0 2020 3.0 Midfield
409 138412 J. Milner 32 England 81 81 Liverpool 13.5 120.0 2126 Right 2.0 4.0 3.0 High/ High Stocky Yes CM 2015-07-01 2020-01-01 69 154 74 74 74 76 76 76 76 76 78 78 78 79 81 81 81 79 81 82 82 82 81 80 78 78 78 80 86.0 62.0 66.0 84.0 76.0 76.0 81.0 75.0 81.0 79.0 63.0 62.0 69.0 84.0 73.0 82.0 62.0 91.0 71.0 70.0 82.0 79.0 72.0 79.0 83.0 86.0 74.0 80.0 79.0 1.0 1.0 1.0 1.0 1.0 25.7 2015.0 2020 5.0 Midfield
417 234035 Odriozola 22 Spain 80 88 Real Madrid 18.5 115.0 1991 Right 1.0 3.0 3.0 High/ Medium Lean Yes RB 2018-07-05 2024-01-01 69 146 67 67 67 73 70 70 70 73 72 72 72 74 73 73 73 74 80 77 77 77 80 80 77 77 77 80 81.0 45.0 73.0 77.0 48.0 69.0 69.0 30.0 70.0 77.0 80.0 82.0 78.0 77.0 79.0 58.0 71.0 80.0 63.0 59.0 63.0 75.0 68.0 63.0 62.0 69.0 83.0 79.0 80.0 11.0 12.0 10.0 5.0 14.0 41.6 2018.0 2024 6.0 Defending
430 221639 Mariano 24 Dominican Republic 80 85 Real Madrid 20 140.0 2041 Right 1.0 4.0 3.0 High/ Medium Normal No ST 2018-08-29 2023-01-01 71 168 81 81 81 76 78 78 78 76 75 75 75 74 69 69 69 74 61 61 61 61 61 60 60 60 60 60 50.0 81.0 82.0 69.0 70.0 75.0 76.0 76.0 51.0 72.0 84.0 85.0 79.0 82.0 72.0 85.0 92.0 81.0 79.0 82.0 86.0 45.0 79.0 63.0 75.0 68.0 41.0 40.0 34.0 12.0 14.0 6.0 8.0 15.0 42.5 2018.0 2023 5.0 Attacking
432 220477 M. Caldara 24 Italy 80 86 Milan 17.5 73.0 1647 Right 2.0 3.0 2.0 Medium/ High Normal No CB 2018-08-02 2023-01-01 74 176 56 56 56 54 54 54 54 54 54 54 54 57 59 59 59 57 70 73 73 73 70 73 81 81 81 73 34.0 36.0 82.0 63.0 51.0 62.0 20.0 24.0 58.0 63.0 65.0 69.0 58.0 77.0 59.0 38.0 76.0 67.0 79.0 20.0 76.0 82.0 34.0 32.0 30.0 74.0 85.0 84.0 80.0 14.0 9.0 6.0 9.0 5.0 33.3 2018.0 2023 5.0 Defending
433 219985 M. Vecino 26 Uruguay 80 81 Inter 14.5 63.0 2052 Right 2.0 3.0 4.0 High/ High Lean No LM 2017-08-02 2022-01-01 74 179 76 76 76 78 79 79 79 78 80 80 80 80 82 82 82 80 79 80 80 80 79 78 78 78 78 78 71.0 61.0 75.0 83.0 62.0 84.0 64.0 58.0 79.0 84.0 74.0 69.0 66.0 83.0 56.0 78.0 67.0 81.0 75.0 77.0 72.0 76.0 74.0 81.0 56.0 81.0 76.0 77.0 73.0 4.0 4.0 4.0 4.0 4.0 25.7 2017.0 2022 5.0 Midfield
434 219809 T. Bakayoko 23 France 80 85 Milan 17 85.0 1928 Right 2.0 3.0 3.0 Medium/ Medium Lean Yes LCM NaT 2019-06-30 74 187 65 65 65 68 69 69 69 68 71 71 71 71 76 76 76 71 76 80 80 80 76 77 80 80 80 77 55.0 37.0 71.0 78.0 36.0 76.0 51.0 37.0 75.0 77.0 67.0 69.0 64.0 74.0 57.0 72.0 76.0 83.0 80.0 50.0 87.0 80.0 60.0 73.0 45.0 68.0 71.0 84.0 82.0 11.0 15.0 11.0 14.0 10.0 19.8 2017.0 2019 2.0 Midfield
435 218339 M. Dahoud 22 Germany 80 86 Borussia Dortmund 20 50.0 2052 Right 2.0 4.0 4.0 High/ High Lean No CM 2017-07-01 2022-01-01 70 150 71 71 71 78 77 77 77 78 80 80 80 79 81 81 81 79 76 77 77 77 76 73 68 68 68 73 67.0 60.0 43.0 83.0 59.0 85.0 68.0 53.0 78.0 83.0 78.0 67.0 87.0 79.0 84.0 83.0 76.0 89.0 58.0 78.0 68.0 76.0 66.0 81.0 55.0 60.0 72.0 64.0 59.0 14.0 7.0 9.0 12.0 11.0 38 2017.0 2022 5.0 Midfield
437 215785 K. Baldé 23 Senegal 80 85 Inter 20 65.0 1921 Right 2.0 4.0 4.0 High/ Low Normal Yes RM NaT 2019-06-30 71 176 79 79 79 82 81 81 81 82 80 80 80 81 72 72 72 81 61 56 56 56 61 57 48 48 48 57 75.0 78.0 58.0 76.0 68.0 83.0 70.0 52.0 64.0 85.0 92.0 92.0 82.0 76.0 78.0 78.0 67.0 73.0 76.0 74.0 54.0 31.0 77.0 72.0 60.0 79.0 17.0 29.0 28.0 12.0 8.0 13.0 8.0 15.0 19.8 2017.0 2019 2.0 Midfield
448 208333 E. Can 24 Germany 80 85 Juventus 19.5 91.0 2153 Right 2.0 4.0 3.0 High/ High Normal Yes CM 2018-07-01 2022-01-01 72 181 75 75 75 76 77 77 77 76 78 78 78 77 81 81 81 77 80 83 83 83 80 80 82 82 82 80 70.0 60.0 72.0 81.0 61.0 76.0 68.0 65.0 80.0 81.0 69.0 73.0 73.0 78.0 71.0 81.0 76.0 85.0 83.0 75.0 85.0 81.0 73.0 79.0 60.0 74.0 82.0 81.0 80.0 14.0 8.0 8.0 13.0 11.0 33.6 2018.0 2022 4.0 Midfield
449 208128 H. Çalhanoğlu 24 Turkey 80 84 Milan 19.5 89.0 2085 Right 3.0 4.0 4.0 Medium/ Medium Normal Yes CAM 2017-07-03 2021-01-01 70 168 76 76 76 82 81 81 81 82 83 83 83 82 81 81 81 82 74 73 73 73 74 71 63 63 63 71 81.0 65.0 53.0 83.0 77.0 85.0 92.0 90.0 80.0 86.0 73.0 69.0 78.0 78.0 77.0 86.0 46.0 76.0 54.0 88.0 57.0 61.0 75.0 80.0 71.0 78.0 62.0 56.0 56.0 9.0 14.0 11.0 6.0 10.0 34.6 2017.0 2021 4.0 Midfield
454 205988 L. Shaw 22 England 80 85 Manchester United 16.5 96.0 2047 Left 2.0 2.0 3.0 High/ Medium Stocky Yes LB 2014-06-27 2023-01-01 71 165 71 71 71 76 74 74 74 76 75 75 75 78 75 75 75 78 81 78 78 78 81 80 78 78 78 80 82.0 47.0 70.0 78.0 54.0 82.0 63.0 58.0 68.0 80.0 83.0 85.0 74.0 77.0 74.0 65.0 73.0 77.0 75.0 50.0 76.0 77.0 73.0 69.0 53.0 73.0 77.0 80.0 78.0 10.0 12.0 13.0 7.0 7.0 31.8 2014.0 2023 9.0 Defending
464 203747 Héctor Bellerín 23 Spain 80 85 Arsenal 16.5 85.0 1990 Right 3.0 3.0 3.0 High/ Low Lean Yes RB 2014-07-01 2023-01-01 70 163 68 68 68 76 73 73 73 76 74 74 74 78 74 74 74 78 82 77 77 77 82 82 76 76 76 82 76.0 52.0 60.0 76.0 41.0 75.0 63.0 50.0 59.0 78.0 94.0 91.0 82.0 78.0 77.0 52.0 63.0 84.0 58.0 43.0 72.0 77.0 67.0 66.0 62.0 70.0 75.0 78.0 80.0 8.0 14.0 14.0 13.0 12.0 32.6 2014.0 2023 9.0 Defending
470 202335 E. Dier 24 England 80 84 Tottenham Hotspur 16.5 73.0 2033 Right 2.0 3.0 2.0 Medium/ High Normal Yes CDM 2014-08-02 2021-01-01 74 198 69 69 69 67 68 68 68 67 69 69 69 69 74 74 74 69 77 81 81 81 77 78 83 83 83 78 67.0 52.0 82.0 77.0 51.0 65.0 60.0 74.0 78.0 70.0 62.0 68.0 52.0 78.0 38.0 82.0 77.0 78.0 89.0 72.0 91.0 81.0 53.0 67.0 70.0 77.0 82.0 81.0 83.0 11.0 14.0 6.0 13.0 9.0 31.8 2014.0 2021 7.0 Midfield
472 201144 M. Badelj 29 Croatia 80 80 Lazio 11.5 53.0 2017 Right 2.0 4.0 3.0 Medium/ Medium Lean No CDM 2018-08-01 2022-01-01 73 176 69 69 69 71 72 72 72 71 75 75 75 73 79 79 79 73 77 81 81 81 77 76 77 77 77 76 69.0 54.0 66.0 82.0 66.0 72.0 64.0 58.0 82.0 80.0 55.0 56.0 68.0 78.0 64.0 72.0 58.0 79.0 71.0 74.0 76.0 80.0 62.0 78.0 68.0 72.0 79.0 78.0 76.0 8.0 9.0 14.0 15.0 6.0 19.6 2018.0 2022 4.0 Midfield
481 198784 A. Oxlade-Chamberlain 24 England 80 85 Liverpool 19.5 94.0 2125 Right 2.0 4.0 4.0 High/ High Stocky Yes CM 2017-08-31 2022-01-01 69 154 75 75 75 82 81 81 81 82 82 82 82 82 80 80 80 82 78 77 77 77 78 75 70 70 70 75 78.0 69.0 39.0 80.0 58.0 84.0 73.0 60.0 75.0 84.0 84.0 85.0 81.0 78.0 88.0 80.0 69.0 82.0 72.0 76.0 77.0 72.0 79.0 81.0 69.0 77.0 67.0 70.0 66.0 16.0 9.0 6.0 9.0 9.0 38.5 2017.0 2022 5.0 Midfield
482 197853 S. Aurier 25 Ivory Coast 80 83 Tottenham Hotspur 15.5 82.0 2091 Right 2.0 3.0 3.0 High/ High Normal Yes RB 2017-08-31 2022-01-01 69 168 72 72 72 76 74 74 74 76 75 75 75 77 77 77 77 77 81 80 80 80 81 81 81 81 81 81 83.0 54.0 75.0 78.0 47.0 76.0 69.0 30.0 72.0 79.0 79.0 78.0 73.0 81.0 76.0 71.0 94.0 77.0 74.0 58.0 86.0 79.0 72.0 71.0 64.0 75.0 75.0 81.0 82.0 7.0 10.0 15.0 16.0 9.0 29.8 2017.0 2022 5.0 Defending
483 197061 J. Matip 26 Cameroon 80 82 Liverpool 15 99.0 1846 Right 2.0 2.0 2.0 Medium/ Medium Lean Yes CB 2016-07-01 2020-01-01 76 198 63 63 63 63 64 64 64 63 67 67 67 66 73 73 73 66 75 79 79 79 75 76 81 81 81 76 54.0 36.0 82.0 77.0 50.0 65.0 63.0 22.0 74.0 69.0 55.0 69.0 55.0 80.0 47.0 66.0 66.0 73.0 77.0 48.0 75.0 83.0 51.0 72.0 42.0 75.0 80.0 84.0 78.0 11.0 15.0 10.0 7.0 10.0 29.6 2016.0 2020 4.0 Defending
490 193352 R. Rodríguez 25 Switzerland 80 83 Milan 15.5 81.0 2178 Left 3.0 3.0 4.0 Medium/ Medium Normal Yes LB 2017-07-01 2021-01-01 71 170 73 73 73 77 76 76 76 77 77 77 77 78 79 79 79 78 81 81 81 81 81 81 79 79 79 81 86.0 59.0 64.0 78.0 67.0 76.0 82.0 84.0 78.0 78.0 73.0 73.0 73.0 80.0 70.0 78.0 73.0 77.0 75.0 72.0 75.0 80.0 68.0 74.0 83.0 80.0 80.0 78.0 78.0 14.0 13.0 14.0 14.0 11.0 27.5 2017.0 2021 4.0 Defending
505 188942 V. Wanyama 27 Kenya 80 82 Tottenham Hotspur 14.5 86.0 2043 Right 2.0 3.0 2.0 Medium/ High Normal Yes CDM 2016-07-01 2021-01-01 72 192 71 71 71 69 70 70 70 69 70 70 70 70 74 74 74 70 76 81 81 81 76 77 82 82 82 77 62.0 61.0 71.0 77.0 60.0 68.0 62.0 57.0 70.0 75.0 54.0 61.0 68.0 81.0 65.0 79.0 79.0 78.0 92.0 60.0 89.0 83.0 63.0 64.0 65.0 76.0 78.0 85.0 77.0 6.0 14.0 10.0 13.0 16.0 27.9 2016.0 2021 5.0 Midfield
509 186569 S. Ulreich 29 Germany 80 80 FC Bayern München 10 61.0 1137 Right 2.0 2.0 1.0 Medium/ Medium Lean No GK 2015-07-01 2021-01-01 76 185 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 14.0 12.0 8.0 41.0 13.0 13.0 12.0 15.0 38.0 22.0 41.0 40.0 34.0 79.0 39.0 24.0 66.0 29.0 41.0 11.0 25.0 14.0 8.0 42.0 22.0 45.0 16.0 18.0 14.0 79.0 72.0 69.0 80.0 86.0 16.5 2015.0 2021 6.0 Goalkeeper
510 186547 M. Musacchio 27 Argentina 80 80 Milan 12.5 85.0 1892 Right 3.0 3.0 3.0 Medium/ Medium Normal No RCB 2017-07-01 2021-01-01 71 161 63 63 63 65 64 64 64 65 66 66 66 66 70 70 70 66 75 78 78 78 75 77 82 82 82 77 55.0 40.0 76.0 69.0 36.0 65.0 53.0 45.0 67.0 67.0 69.0 71.0 73.0 76.0 68.0 57.0 83.0 68.0 76.0 53.0 76.0 84.0 50.0 64.0 57.0 76.0 84.0 84.0 80.0 5.0 11.0 12.0 6.0 12.0 21.3 2017.0 2021 4.0 Defending
514 183427 F. Delph 28 England 80 80 Manchester City 11.5 120.0 2137 Left 2.0 3.0 3.0 High/ High Lean Yes LB 2015-07-17 2020-01-01 69 172 74 74 74 77 77 77 77 77 78 78 78 78 80 80 80 78 81 81 81 81 81 80 78 78 78 80 74.0 64.0 60.0 82.0 59.0 77.0 72.0 53.0 76.0 82.0 75.0 72.0 87.0 81.0 86.0 82.0 67.0 87.0 65.0 75.0 84.0 80.0 72.0 73.0 65.0 76.0 77.0 81.0 79.0 10.0 9.0 14.0 11.0 6.0 21.3 2015.0 2020 5.0 Defending
515 180819 A. Lallana 30 England 80 80 Liverpool 13.5 110.0 2086 Right 3.0 5.0 4.0 High/ High Lean Yes CM 2014-07-01 2021-01-01 70 161 77 77 77 80 80 80 80 80 82 82 82 81 81 81 81 81 74 75 75 75 74 72 70 70 70 72 74.0 72.0 67.0 84.0 72.0 84.0 77.0 66.0 76.0 85.0 70.0 69.0 78.0 74.0 75.0 72.0 70.0 77.0 64.0 71.0 76.0 64.0 75.0 83.0 70.0 80.0 61.0 64.0 62.0 6.0 15.0 14.0 8.0 11.0 25.7 2014.0 2021 7.0 Midfield
520 177604 Nacho Monreal 32 Spain 80 80 Arsenal 8 99.0 2011 Left 2.0 3.0 3.0 High/ Medium Lean Yes LB 2013-01-31 2019-01-01 70 159 70 70 70 72 72 72 72 72 72 72 72 73 74 74 74 73 79 78 78 78 79 79 79 79 79 79 76.0 55.0 72.0 77.0 58.0 73.0 74.0 52.0 61.0 77.0 72.0 67.0 70.0 82.0 73.0 74.0 74.0 74.0 65.0 61.0 77.0 81.0 66.0 66.0 61.0 76.0 80.0 83.0 81.0 7.0 5.0 9.0 3.0 5.0 15.2 2013.0 2019 6.0 Defending
526 173373 S. Romero 31 Argentina 80 80 Manchester United 9 91.0 1251 Right 3.0 3.0 1.0 Medium/ Medium Normal Yes GK 2015-07-27 2021-01-01 76 192 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 14.0 12.0 39.0 17.0 12.0 12.0 13.0 48.0 40.0 47.0 44.0 52.0 78.0 44.0 14.0 63.0 35.0 75.0 11.0 33.0 21.0 11.0 55.0 16.0 62.0 14.0 11.0 15.0 78.0 76.0 81.0 77.0 82.0 16.7 2015.0 2021 6.0 Goalkeeper
529 171833 D. Sturridge 28 England 80 80 Liverpool 15.5 125.0 1837 Left 3.0 2.0 4.0 Medium/ Low Normal Yes ST 2013-01-02 2019-01-01 71 168 80 80 80 79 81 81 81 79 79 79 79 77 71 71 71 77 53 52 52 52 53 49 44 44 44 49 62.0 83.0 70.0 72.0 73.0 79.0 62.0 68.0 62.0 80.0 72.0 78.0 74.0 78.0 64.0 82.0 70.0 55.0 66.0 79.0 60.0 22.0 81.0 74.0 75.0 81.0 11.0 24.0 12.0 7.0 15.0 9.0 5.0 13.0 29.5 2013.0 2019 6.0 Attacking
533 165109 S. Radu 31 Romania 80 80 Lazio 10 51.0 1964 Left 2.0 3.0 3.0 Medium/ High Normal No LCB 2008-01-01 2020-01-01 72 174 68 68 68 68 68 68 68 68 68 68 68 68 71 71 71 68 77 78 78 78 77 79 81 81 81 79 67.0 55.0 70.0 71.0 51.0 66.0 45.0 48.0 67.0 69.0 70.0 68.0 70.0 78.0 67.0 79.0 65.0 69.0 74.0 74.0 75.0 85.0 55.0 60.0 57.0 76.0 86.0 86.0 85.0 9.0 12.0 12.0 6.0 13.0 17 2008.0 2020 12.0 Defending
534 164468 G. Cahill 32 England 80 80 Chelsea 8.5 99.0 1754 Right 3.0 3.0 2.0 Medium/ Medium Normal Yes CB 2012-01-16 2019-01-01 76 194 64 64 64 57 61 61 61 57 61 61 61 57 66 66 66 57 67 75 75 75 67 70 82 82 82 70 28.0 56.0 85.0 66.0 47.0 56.0 48.0 27.0 60.0 61.0 42.0 48.0 51.0 79.0 47.0 63.0 80.0 61.0 79.0 64.0 85.0 78.0 45.0 56.0 53.0 74.0 83.0 82.0 81.0 5.0 12.0 9.0 5.0 12.0 15.7 2012.0 2019 7.0 Defending
535 163711 L. Diarra 33 France 80 80 Paris Saint-Germain 6 75.0 1968 Right 3.0 3.0 3.0 Medium/ High Normal Yes CDM 2018-01-23 2019-01-01 69 163 65 65 65 70 70 70 70 70 73 73 73 72 77 77 77 72 79 81 81 81 79 79 78 78 78 79 60.0 38.0 59.0 79.0 37.0 73.0 57.0 41.0 75.0 80.0 69.0 69.0 79.0 77.0 87.0 74.0 76.0 85.0 68.0 67.0 77.0 80.0 50.0 73.0 49.0 83.0 78.0 79.0 81.0 9.0 5.0 12.0 10.0 15.0 11.1 2018.0 2019 1.0 Midfield
543 146760 Juanfran 33 Spain 80 80 Atlético Madrid 5.5 53.0 2053 Right 3.0 3.0 3.0 High/ Medium Lean Yes RB 2011-01-01 2019-01-01 71 157 71 71 71 76 74 74 74 76 75 75 75 78 76 76 76 78 81 79 79 79 81 81 78 78 78 81 81.0 54.0 59.0 77.0 49.0 75.0 80.0 59.0 66.0 78.0 74.0 86.0 74.0 82.0 63.0 68.0 68.0 80.0 74.0 53.0 78.0 76.0 68.0 72.0 66.0 74.0 75.0 81.0 80.0 11.0 14.0 10.0 15.0 7.0 11.3 2011.0 2019 8.0 Defending
548 140293 A. Mirante 34 Italy 80 80 Roma 6 51.0 1199 Right 2.0 2.0 1.0 Medium/ Medium Lean No GK 2018-07-01 2021-01-01 76 174 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 10.0 17.0 13.0 35.0 15.0 24.0 17.0 13.0 35.0 25.0 44.0 43.0 50.0 77.0 50.0 23.0 62.0 33.0 55.0 15.0 32.0 17.0 10.0 43.0 21.0 65.0 10.0 12.0 12.0 82.0 80.0 64.0 78.0 82.0 10.2 2018.0 2021 3.0 Goalkeeper
561 231478 L. Martínez 20 Argentina 79 86 Inter 18 54.0 1892 Right 1.0 4.0 4.0 High/ Medium Normal No ST 2018-07-05 2023-01-01 69 174 80 80 80 76 78 78 78 76 75 75 75 74 67 67 67 74 57 55 55 55 57 55 54 54 54 55 56.0 82.0 79.0 62.0 68.0 78.0 71.0 33.0 50.0 79.0 82.0 83.0 79.0 75.0 70.0 79.0 81.0 75.0 86.0 68.0 74.0 31.0 79.0 72.0 59.0 77.0 46.0 22.0 25.0 11.0 8.0 8.0 8.0 13.0 34.2 2018.0 2023 5.0 Attacking
562 230938 F. Kessié 21 Ivory Coast 79 88 Milan 19.5 24.0 2149 Right 2.0 4.0 3.0 High/ High Normal No CM NaT 2019-06-30 72 168 76 76 76 76 77 77 77 76 77 77 77 77 79 79 79 77 79 81 81 81 79 79 80 80 80 79 66.0 64.0 68.0 79.0 60.0 78.0 58.0 48.0 75.0 79.0 71.0 77.0 68.0 76.0 79.0 84.0 79.0 96.0 87.0 76.0 86.0 80.0 76.0 71.0 82.0 76.0 80.0 78.0 74.0 9.0 11.0 12.0 12.0 10.0 19.8 2017.0 2019 2.0 Midfield
570 227796 C. Pulisic 19 United States 79 87 Borussia Dortmund 18 26.0 1925 Right 3.0 4.0 4.0 Medium/ Medium Lean Yes RM 2016-01-05 2020-01-01 70 152 75 75 75 81 80 80 80 81 80 80 80 81 72 72 72 81 65 58 58 58 65 61 49 49 49 61 69.0 67.0 46.0 77.0 70.0 87.0 69.0 58.0 56.0 82.0 93.0 88.0 87.0 79.0 89.0 79.0 84.0 74.0 52.0 58.0 45.0 32.0 73.0 78.0 61.0 67.0 38.0 30.0 41.0 8.0 12.0 13.0 16.0 14.0 34.2 2016.0 2020 4.0 Midfield
573 226161 Marcos Llorente 23 Spain 79 87 Real Madrid 16 110.0 1869 Right 1.0 3.0 3.0 Medium/ Medium Lean Yes CDM 2014-11-28 2021-01-01 72 161 63 63 63 67 68 68 68 67 72 72 72 70 77 77 77 70 74 79 79 79 74 74 75 75 75 74 56.0 39.0 61.0 84.0 44.0 68.0 45.0 51.0 81.0 78.0 61.0 59.0 58.0 74.0 66.0 58.0 66.0 75.0 72.0 56.0 65.0 80.0 65.0 76.0 53.0 76.0 76.0 79.0 72.0 13.0 6.0 6.0 11.0 15.0 36 2014.0 2021 7.0 Midfield
576 225711 A. Diallo 22 France 79 86 Borussia Dortmund 15 43.0 1876 Left 2.0 3.0 3.0 High/ Medium Lean No LCB 2018-07-01 2023-01-01 73 174 63 63 63 68 66 66 66 68 69 69 69 72 73 73 73 72 77 78 78 78 77 78 79 79 79 78 66.0 38.0 81.0 76.0 39.0 73.0 46.0 32.0 78.0 76.0 75.0 77.0 75.0 78.0 69.0 43.0 84.0 76.0 78.0 24.0 76.0 77.0 56.0 68.0 41.0 81.0 75.0 80.0 78.0 12.0 7.0 7.0 7.0 8.0 28.5 2018.0 2023 5.0 Defending
583 222028 J. Weigl 22 Germany 79 84 Borussia Dortmund 14.5 43.0 1918 Right 3.0 3.0 3.0 Medium/ Medium Lean No CDM 2015-07-01 2021-01-01 73 159 64 64 64 71 70 70 70 71 75 75 75 74 79 79 79 74 78 81 81 81 78 77 76 76 76 77 58.0 41.0 63.0 85.0 56.0 74.0 63.0 46.0 80.0 79.0 72.0 59.0 77.0 80.0 65.0 48.0 67.0 80.0 63.0 52.0 64.0 84.0 56.0 77.0 50.0 80.0 74.0 78.0 73.0 6.0 14.0 16.0 11.0 7.0 25.7 2015.0 2021 6.0 Midfield
584 221660 V. Lindelöf 23 Sweden 79 85 Manchester United 14.5 91.0 1943 Right 2.0 3.0 3.0 Medium/ Medium Lean Yes CB 2017-07-01 2021-01-01 74 176 63 63 63 66 65 65 65 66 68 68 68 69 72 72 72 69 76 78 78 78 76 77 79 79 79 77 64.0 36.0 76.0 79.0 34.0 66.0 64.0 66.0 73.0 75.0 68.0 77.0 66.0 75.0 63.0 68.0 75.0 75.0 77.0 57.0 78.0 79.0 44.0 67.0 55.0 76.0 77.0 80.0 77.0 12.0 16.0 8.0 7.0 9.0 29.7 2017.0 2021 4.0 Defending
588 216497 M. Philipp 24 Germany 79 84 Borussia Dortmund 17 53.0 1974 Right 2.0 4.0 4.0 High/ Medium Lean No ST 2017-07-01 2022-01-01 72 174 79 79 79 81 81 81 81 81 81 81 81 79 74 74 74 79 64 62 62 62 64 61 55 55 55 61 66.0 81.0 54.0 78.0 80.0 85.0 68.0 65.0 62.0 82.0 84.0 79.0 83.0 79.0 75.0 82.0 59.0 68.0 68.0 79.0 55.0 39.0 79.0 74.0 75.0 67.0 39.0 48.0 39.0 8.0 12.0 10.0 10.0 9.0 30.2 2017.0 2022 5.0 Attacking
590 216150 D. Zappacosta 26 Italy 79 81 Chelsea 12.5 94.0 2069 Right 2.0 3.0 3.0 High/ High Lean Yes RB 2017-08-31 2021-01-01 72 159 72 72 72 74 73 73 73 74 73 73 73 75 74 74 74 75 79 76 76 76 79 79 76 76 76 79 81.0 59.0 69.0 74.0 69.0 76.0 74.0 59.0 68.0 74.0 74.0 79.0 72.0 76.0 73.0 75.0 67.0 87.0 68.0 72.0 75.0 76.0 71.0 64.0 59.0 73.0 76.0 78.0 79.0 11.0 9.0 8.0 6.0 11.0 24.1 2017.0 2021 4.0 Defending
606 207993 S. Kolašinac 25 Bosnia Herzegovina 79 82 Arsenal 13 89.0 1937 Left 2.0 2.0 3.0 Medium/ High Stocky Yes LB 2017-07-01 2022-01-01 72 187 72 72 72 71 72 72 72 71 70 70 70 72 71 71 71 72 78 76 76 76 78 78 80 80 80 78 77.0 59.0 74.0 76.0 48.0 73.0 43.0 25.0 53.0 74.0 68.0 75.0 49.0 77.0 55.0 82.0 76.0 79.0 90.0 58.0 93.0 73.0 66.0 60.0 44.0 72.0 73.0 81.0 80.0 15.0 9.0 16.0 7.0 9.0 25.7 2017.0 2022 5.0 Defending
613 205192 Denis Suárez 24 Spain 79 86 FC Barcelona 17.5 120.0 2016 Right 2.0 3.0 3.0 Medium/ Medium Lean No CM 2016-07-04 2020-01-01 69 152 74 74 74 81 80 80 80 81 82 82 82 81 80 80 80 81 72 71 71 71 72 69 62 62 62 69 77.0 72.0 44.0 82.0 68.0 83.0 82.0 70.0 78.0 84.0 77.0 77.0 82.0 82.0 76.0 75.0 58.0 72.0 57.0 73.0 47.0 62.0 76.0 81.0 63.0 70.0 69.0 59.0 42.0 10.0 14.0 10.0 7.0 7.0 39.4 2016.0 2020 4.0 Midfield
615 204614 Mário Rui 27 Portugal 79 80 Napoli 11.5 60.0 2066 Left 2.0 3.0 3.0 High/ Medium Lean No LB 2018-01-06 2022-01-01 67 148 64 64 64 73 70 70 70 73 72 72 72 75 75 75 75 75 80 76 76 76 80 79 74 74 74 79 79.0 27.0 60.0 76.0 53.0 79.0 68.0 66.0 72.0 76.0 88.0 83.0 88.0 78.0 89.0 69.0 92.0 91.0 54.0 73.0 73.0 77.0 59.0 64.0 60.0 73.0 71.0 76.0 76.0 13.0 5.0 9.0 8.0 14.0 20.4 2018.0 2022 4.0 Defending
629 201862 M. Rojo 28 Argentina 79 79 Manchester United 10 115.0 1998 Left 3.0 2.0 3.0 Medium/ High Normal Yes CB 2014-08-20 2021-01-01 74 176 68 68 68 67 67 67 67 67 67 67 67 69 70 70 70 69 76 77 77 77 76 77 81 81 81 77 74.0 50.0 79.0 72.0 48.0 64.0 67.0 57.0 73.0 67.0 68.0 69.0 68.0 74.0 63.0 80.0 82.0 68.0 77.0 63.0 92.0 77.0 57.0 57.0 64.0 73.0 76.0 81.0 79.0 7.0 8.0 12.0 15.0 10.0 18.5 2014.0 2021 7.0 Defending
631 201510 L. Kurzawa 25 France 79 82 Paris Saint-Germain 13 68.0 2110 Left 2.0 3.0 4.0 High/ Low Lean Yes LB 2015-08-27 2020-01-01 72 168 76 76 76 78 78 78 78 78 78 78 78 79 78 78 78 79 79 78 78 78 79 79 78 78 78 79 79.0 73.0 75.0 80.0 61.0 76.0 73.0 53.0 72.0 80.0 79.0 74.0 75.0 80.0 72.0 69.0 82.0 79.0 72.0 67.0 75.0 76.0 76.0 75.0 54.0 76.0 72.0 77.0 79.0 14.0 10.0 7.0 9.0 15.0 25 2015.0 2020 5.0 Defending
641 199767 M. van Ginkel 25 Netherlands 79 80 Chelsea 14.5 98.0 2102 Right 2.0 4.0 3.0 High/ High Lean Yes CM 2013-07-05 2020-01-01 73 181 77 77 77 77 78 78 78 77 79 79 79 77 79 79 79 77 74 76 76 76 74 73 73 73 73 73 71.0 76.0 74.0 83.0 74.0 75.0 66.0 69.0 79.0 80.0 62.0 69.0 71.0 77.0 59.0 79.0 74.0 76.0 71.0 76.0 69.0 63.0 78.0 77.0 84.0 84.0 71.0 73.0 68.0 7.0 11.0 13.0 13.0 14.0 27.9 2013.0 2020 7.0 Midfield
645 199304 Danilo 26 Brazil 79 80 Manchester City 12 110.0 2128 Right 2.0 4.0 3.0 High/ Medium Lean Yes RB 2017-07-23 2022-01-01 72 172 75 75 75 75 75 75 75 75 74 74 74 75 76 76 76 75 79 78 78 78 79 79 78 78 78 79 74.0 61.0 69.0 77.0 72.0 73.0 76.0 76.0 69.0 79.0 73.0 76.0 70.0 79.0 65.0 85.0 74.0 82.0 76.0 74.0 75.0 81.0 75.0 64.0 67.0 69.0 78.0 77.0 78.0 14.0 5.0 15.0 14.0 5.0 23.1 2017.0 2022 5.0 Defending
646 199189 R. Barkley 24 England 79 82 Chelsea 16 89.0 1980 Right 2.0 5.0 4.0 Medium/ Medium Normal Yes CAM 2018-01-05 2023-01-01 73 192 76 76 76 77 79 79 79 77 80 80 80 78 78 78 78 78 67 69 69 69 67 65 64 64 64 65 65.0 68.0 65.0 82.0 61.0 85.0 68.0 70.0 78.0 84.0 69.0 70.0 66.0 74.0 58.0 81.0 62.0 69.0 77.0 80.0 74.0 45.0 71.0 79.0 65.0 80.0 54.0 58.0 51.0 9.0 14.0 12.0 6.0 10.0 30.8 2018.0 2023 5.0 Midfield
654 194957 P. Jones 26 England 79 80 Manchester United 12 110.0 1827 Right 2.0 3.0 2.0 Medium/ High Normal Yes CB 2011-07-01 2019-01-01 73 157 62 62 62 60 60 60 60 60 61 61 61 62 67 67 67 62 72 76 76 76 72 74 80 80 80 74 60.0 44.0 78.0 73.0 49.0 59.0 38.0 35.0 67.0 64.0 54.0 59.0 52.0 77.0 59.0 68.0 82.0 64.0 79.0 59.0 86.0 80.0 42.0 54.0 55.0 68.0 76.0 81.0 82.0 10.0 8.0 6.0 16.0 11.0 23.1 2011.0 2019 8.0 Defending
665 190456 N. Clyne 27 England 79 80 Liverpool 11.5 94.0 2016 Right 2.0 2.0 3.0 High/ Medium Normal Yes RB 2015-07-01 2020-01-01 69 148 71 71 71 75 73 73 73 75 73 73 73 75 74 74 74 75 79 77 77 77 79 79 78 78 78 79 78.0 54.0 68.0 75.0 45.0 76.0 64.0 39.0 66.0 78.0 77.0 78.0 79.0 75.0 75.0 74.0 69.0 76.0 67.0 69.0 76.0 79.0 72.0 64.0 46.0 75.0 78.0 81.0 82.0 10.0 11.0 13.0 15.0 7.0 22.7 2015.0 2020 5.0 Defending
666 190243 M. Hitz 30 Switzerland 79 79 Borussia Dortmund 8 41.0 1183 Right 2.0 3.0 1.0 Medium/ Medium Normal No GK 2018-07-01 2021-01-01 76 196 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 27.0 18.0 29.0 26.0 13.0 15.0 17.0 25.0 17.0 41.0 46.0 41.0 72.0 31.0 38.0 67.0 39.0 78.0 12.0 25.0 23.0 8.0 15.0 22.0 42.0 13.0 15.0 14.0 81.0 80.0 63.0 79.0 81.0 13.6 2018.0 2021 3.0 Goalkeeper
679 186832 K. Asamoah 29 Ghana 79 79 Inter 9.5 62.0 2168 Left 2.0 3.0 4.0 High/ High Stocky No LB 2018-07-02 2021-01-01 68 165 75 75 75 78 78 78 78 78 79 79 79 79 80 80 80 79 80 80 80 80 80 80 79 79 79 80 78.0 55.0 68.0 81.0 76.0 82.0 72.0 68.0 79.0 81.0 77.0 77.0 85.0 78.0 83.0 84.0 78.0 76.0 75.0 78.0 82.0 78.0 78.0 76.0 64.0 76.0 80.0 78.0 80.0 5.0 4.0 3.0 4.0 5.0 16.2 2018.0 2021 3.0 Defending
681 186132 D. Drinkwater 28 England 79 79 Chelsea 12.5 110.0 2023 Right 2.0 4.0 3.0 Medium/ Medium Normal Yes CM 2017-08-31 2022-01-01 70 179 71 71 71 73 74 74 74 73 76 76 76 74 79 79 79 74 75 78 78 78 75 74 73 73 73 74 64.0 60.0 61.0 80.0 69.0 75.0 72.0 69.0 83.0 78.0 63.0 63.0 67.0 77.0 76.0 77.0 54.0 77.0 69.0 72.0 74.0 75.0 71.0 79.0 53.0 78.0 69.0 76.0 73.0 12.0 6.0 8.0 9.0 12.0 23.1 2017.0 2022 5.0 Midfield
682 185431 N. Kalinić 30 Croatia 79 79 Atlético Madrid 12 60.0 1868 Right 3.0 4.0 3.0 High/ High Lean No ST 2018-08-09 2021-01-01 74 176 80 80 80 76 78 78 78 76 75 75 75 75 69 69 69 75 60 59 59 59 60 58 57 57 57 58 60.0 83.0 78.0 72.0 75.0 73.0 64.0 54.0 48.0 78.0 67.0 73.0 69.0 78.0 58.0 76.0 68.0 71.0 77.0 60.0 68.0 42.0 87.0 66.0 70.0 78.0 46.0 32.0 28.0 9.0 11.0 9.0 11.0 7.0 24.6 2018.0 2021 3.0 Attacking
690 183497 O. Karnezis 32 Greece 79 79 Napoli 7 48.0 1207 Right 2.0 3.0 1.0 Medium/ Medium Normal Yes GK 2018-07-06 2021-01-01 75 179 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 19.0 16.0 24.0 22.0 14.0 15.0 11.0 11.0 36.0 23.0 44.0 34.0 45.0 75.0 49.0 22.0 64.0 33.0 66.0 18.0 18.0 23.0 10.0 47.0 21.0 60.0 20.0 15.0 24.0 80.0 78.0 72.0 77.0 81.0 11.9 2018.0 2021 3.0 Goalkeeper
697 177644 Kiko Casilla 31 Spain 79 79 Real Madrid 7.5 105.0 1279 Right 2.0 2.0 1.0 Medium/ Medium Normal No GK 2015-07-19 2020-01-01 75 190 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 24.0 14.0 13.0 30.0 12.0 12.0 25.0 25.0 24.0 20.0 32.0 49.0 43.0 74.0 58.0 24.0 69.0 43.0 79.0 13.0 45.0 20.0 12.0 52.0 23.0 60.0 26.0 15.0 11.0 74.0 81.0 79.0 81.0 77.0 15.4 2015.0 2020 5.0 Goalkeeper
700 176944 M. Fellaini 30 Belgium 79 79 Manchester United 11.5 120.0 1994 Right 3.0 3.0 3.0 Medium/ Medium Lean Yes CM 2013-09-02 2020-01-01 76 187 79 79 79 72 76 76 76 72 75 75 75 73 78 78 78 73 73 80 80 80 73 73 81 81 81 73 61.0 73.0 93.0 81.0 68.0 67.0 64.0 46.0 66.0 82.0 41.0 48.0 47.0 81.0 49.0 75.0 64.0 75.0 91.0 65.0 94.0 74.0 84.0 73.0 64.0 78.0 77.0 77.0 60.0 8.0 6.0 9.0 15.0 16.0 21.3 2013.0 2020 7.0 Midfield
702 176550 D. Ospina 29 Colombia 79 79 Napoli 8.5 80.0 1172 Right 2.0 3.0 1.0 Medium/ Medium Normal Yes GK NaT 2019-06-30 72 176 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 10.0 15.0 36.0 12.0 12.0 10.0 13.0 32.0 32.0 34.0 34.0 44.0 72.0 50.0 35.0 75.0 29.0 38.0 12.0 20.0 25.0 16.0 50.0 26.0 60.0 11.0 13.0 12.0 83.0 70.0 78.0 77.0 85.0 19.8 2017.0 2019 2.0 Goalkeeper
703 173426 S. Mignolet 30 Belgium 79 79 Liverpool 8 76.0 1254 Right 3.0 2.0 1.0 Medium/ Medium Normal Yes GK 2013-06-25 2021-01-01 76 192 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 11.0 16.0 37.0 16.0 14.0 16.0 12.0 34.0 26.0 50.0 52.0 34.0 74.0 52.0 45.0 69.0 31.0 72.0 16.0 34.0 21.0 14.0 43.0 41.0 61.0 7.0 14.0 16.0 80.0 74.0 64.0 76.0 82.0 15.2 2013.0 2021 8.0 Goalkeeper
717 152908 A. Young 32 England 79 79 Manchester United 7 110.0 2120 Right 2.0 3.0 4.0 High/ Medium Lean Yes LB 2011-07-01 2019-01-01 69 143 72 72 72 77 75 75 75 77 77 77 77 77 77 77 77 77 79 78 78 78 79 78 74 74 74 78 84.0 64.0 57.0 79.0 71.0 77.0 86.0 75.0 70.0 79.0 77.0 72.0 77.0 80.0 76.0 75.0 55.0 75.0 67.0 69.0 78.0 77.0 67.0 76.0 60.0 74.0 75.0 76.0 74.0 16.0 10.0 15.0 16.0 15.0 13 2011.0 2019 8.0 Defending
723 108080 S. Lichtsteiner 34 Switzerland 79 79 Arsenal 3.6 94.0 2020 Right 3.0 3.0 3.0 High/ High Lean Yes RB 2018-07-01 2019-01-01 72 168 70 70 70 73 72 72 72 73 72 72 72 74 75 75 75 74 80 79 79 79 80 80 80 80 80 80 78.0 45.0 70.0 77.0 62.0 76.0 68.0 66.0 70.0 76.0 65.0 69.0 73.0 79.0 77.0 74.0 73.0 76.0 70.0 68.0 82.0 82.0 66.0 62.0 64.0 80.0 78.0 80.0 80.0 4.0 3.0 2.0 3.0 2.0 6.8 2018.0 2019 1.0 Defending
730 235212 A. Hakimi 19 Morocco 78 86 Borussia Dortmund 12.5 49.0 2024 Right 1.0 2.0 3.0 High/ Medium Normal Yes LB NaT 2020-06-30 71 161 73 73 73 77 75 75 75 77 75 75 75 78 74 74 74 78 79 75 75 75 79 78 74 74 74 78 76.0 59.0 64.0 77.0 48.0 78.0 65.0 55.0 68.0 78.0 89.0 91.0 75.0 77.0 75.0 75.0 69.0 84.0 73.0 62.0 67.0 71.0 71.0 63.0 46.0 72.0 74.0 73.0 75.0 10.0 8.0 14.0 6.0 8.0 19.8 2017.0 2020 3.0 Defending
735 231281 T. Alexander-Arnold 19 England 78 88 Liverpool 14 36.0 2025 Right 1.0 3.0 3.0 High/ Medium Lean Yes RB 2015-10-07 2021-01-01 71 152 68 68 68 73 71 71 71 73 73 73 73 75 74 74 74 75 78 76 76 76 78 77 73 73 73 77 83.0 56.0 59.0 76.0 41.0 72.0 74.0 74.0 75.0 72.0 82.0 79.0 74.0 75.0 74.0 70.0 66.0 79.0 62.0 63.0 73.0 76.0 62.0 72.0 55.0 74.0 75.0 76.0 74.0 14.0 15.0 14.0 6.0 7.0 29.4 2015.0 2021 6.0 Defending
744 228881 D. Calabria 21 Italy 78 88 Milan 14.5 52.0 1946 Right 1.0 3.0 3.0 Medium/ Medium Normal No RB 2015-07-01 2022-01-01 69 154 60 60 60 67 63 63 63 67 65 65 65 70 69 69 69 70 79 76 76 76 79 78 76 76 76 78 79.0 30.0 64.0 75.0 58.0 73.0 76.0 48.0 68.0 74.0 81.0 77.0 83.0 74.0 78.0 62.0 69.0 81.0 64.0 48.0 78.0 77.0 42.0 50.0 48.0 74.0 78.0 78.0 77.0 8.0 14.0 15.0 12.0 7.0 27.6 2015.0 2022 7.0 Defending
746 228251 L. Pellegrini 22 Italy 78 84 Roma 14 51.0 2027 Right 2.0 3.0 3.0 Medium/ Medium Normal No CM 2017-07-01 2022-01-01 73 170 74 74 74 76 76 76 76 76 77 77 77 77 78 78 78 77 76 76 76 76 76 75 74 74 74 75 72.0 60.0 71.0 82.0 69.0 76.0 69.0 40.0 79.0 79.0 77.0 74.0 68.0 73.0 69.0 76.0 67.0 76.0 69.0 72.0 71.0 70.0 74.0 76.0 49.0 79.0 70.0 74.0 72.0 12.0 7.0 10.0 13.0 11.0 26.6 2017.0 2022 5.0 Midfield
754 225161 Vallejo 21 Spain 78 86 Real Madrid 13.5 81.0 1738 Right 1.0 3.0 2.0 Low/ High Lean Yes CB 2015-07-31 2021-01-01 72 174 58 58 58 57 57 57 57 57 58 58 58 60 64 64 64 60 72 75 75 75 72 74 78 78 78 74 41.0 44.0 74.0 76.0 36.0 56.0 29.0 31.0 75.0 67.0 67.0 74.0 69.0 77.0 69.0 49.0 77.0 66.0 69.0 31.0 74.0 82.0 32.0 33.0 45.0 76.0 79.0 78.0 81.0 10.0 13.0 15.0 13.0 6.0 30.4 2015.0 2021 6.0 Defending
755 225100 J. Gomez 21 England 78 88 Liverpool 14.5 61.0 1742 Right 1.0 3.0 3.0 Medium/ Medium Normal Yes CB 2015-06-20 2024-01-01 74 170 58 58 58 64 61 61 61 64 62 62 62 67 65 65 65 67 77 74 74 74 77 78 78 78 78 78 69.0 26.0 68.0 72.0 24.0 67.0 41.0 29.0 57.0 68.0 80.0 83.0 64.0 77.0 66.0 41.0 66.0 74.0 80.0 26.0 70.0 81.0 51.0 52.0 26.0 69.0 78.0 80.0 77.0 8.0 13.0 14.0 7.0 7.0 30.5 2015.0 2024 9.0 Defending
759 224031 A. Marušić 25 Montenegro 78 79 Lazio 12.5 46.0 2088 Right 1.0 4.0 4.0 High/ Medium Normal No RM 2017-07-01 2022-01-01 73 187 77 77 77 78 77 77 77 78 76 76 76 78 75 75 75 78 78 75 75 75 78 77 75 75 75 77 78.0 66.0 72.0 75.0 68.0 78.0 72.0 48.0 68.0 77.0 86.0 89.0 66.0 76.0 67.0 81.0 80.0 79.0 79.0 77.0 71.0 73.0 73.0 72.0 58.0 72.0 72.0 71.0 72.0 8.0 9.0 7.0 10.0 10.0 22.2 2017.0 2022 5.0 Midfield
773 216655 Bastos 26 Angola 78 79 Lazio 10 44.0 1710 Right 2.0 3.0 2.0 Medium/ High Normal No CB 2016-08-17 2020-01-01 71 170 55 55 55 54 54 54 54 54 55 55 55 57 60 60 60 57 70 73 73 73 70 72 78 78 78 72 36.0 30.0 74.0 70.0 31.0 55.0 35.0 28.0 65.0 62.0 73.0 77.0 62.0 72.0 76.0 49.0 71.0 65.0 82.0 41.0 75.0 79.0 31.0 28.0 50.0 67.0 80.0 80.0 77.0 13.0 8.0 11.0 12.0 12.0 17.8 2016.0 2020 4.0 Defending
781 215466 N. Maksimović 26 Serbia 78 81 Napoli 11 54.0 1584 Right 2.0 3.0 2.0 Medium/ High Lean No CB 2017-07-09 2021-01-01 76 192 51 51 51 50 49 49 49 50 50 50 50 53 56 56 56 53 69 71 71 71 69 72 79 79 79 72 45.0 22.0 79.0 59.0 28.0 49.0 29.0 23.0 59.0 61.0 62.0 68.0 49.0 71.0 58.0 39.0 67.0 67.0 86.0 29.0 78.0 80.0 29.0 31.0 26.0 70.0 79.0 80.0 79.0 12.0 9.0 5.0 11.0 15.0 19.5 2017.0 2021 4.0 Defending
783 215330 J. Correa 23 Argentina 78 83 Lazio 14 42.0 1855 Right 1.0 4.0 4.0 High/ Medium Lean Yes LM 2018-08-01 2023-01-01 74 170 74 74 74 79 78 78 78 79 79 79 79 79 74 74 74 79 62 60 60 60 62 57 49 49 49 57 74.0 74.0 43.0 78.0 75.0 85.0 79.0 63.0 69.0 83.0 76.0 79.0 82.0 70.0 61.0 76.0 32.0 75.0 74.0 71.0 48.0 36.0 74.0 75.0 57.0 73.0 39.0 37.0 26.0 11.0 10.0 7.0 8.0 8.0 24.9 2018.0 2023 5.0 Midfield
789 213655 A. Iwobi 22 Nigeria 78 84 Arsenal 14 81.0 1739 Right 1.0 3.0 4.0 Medium/ Medium Normal Yes LM 2013-07-01 2023-01-01 73 165 71 71 71 78 77 77 77 78 79 79 79 78 72 72 72 78 59 56 56 56 59 53 44 44 44 53 67.0 64.0 42.0 81.0 48.0 84.0 50.0 40.0 63.0 84.0 80.0 77.0 76.0 75.0 75.0 67.0 47.0 74.0 70.0 54.0 46.0 24.0 75.0 80.0 59.0 72.0 30.0 26.0 23.0 14.0 7.0 12.0 14.0 11.0 29.4 2013.0 2023 10.0 Midfield
790 213400 D. Laxalt 25 Uruguay 78 80 Milan 12.5 76.0 1992 Left 2.0 3.0 4.0 High/ High Lean No LB 2018-08-17 2022-01-01 70 150 70 70 70 77 74 74 74 77 76 76 76 78 75 75 75 78 77 73 73 73 77 74 66 66 66 74 78.0 60.0 43.0 78.0 49.0 77.0 61.0 60.0 74.0 78.0 86.0 90.0 85.0 72.0 77.0 74.0 65.0 93.0 60.0 66.0 72.0 64.0 68.0 68.0 49.0 76.0 64.0 64.0 68.0 10.0 12.0 10.0 9.0 8.0 22.2 2018.0 2022 4.0 Defending
798 212153 R. Gagliardini 24 Italy 78 82 Inter 11.5 46.0 1981 Right 2.0 2.0 3.0 Medium/ High Lean No CDM 2017-08-01 2023-01-01 75 170 71 71 71 72 73 73 73 72 74 74 74 73 77 77 77 73 77 79 79 79 77 77 77 77 77 77 64.0 54.0 73.0 78.0 68.0 75.0 68.0 38.0 75.0 77.0 68.0 68.0 64.0 72.0 62.0 76.0 64.0 85.0 71.0 73.0 74.0 80.0 68.0 73.0 40.0 74.0 77.0 78.0 76.0 12.0 6.0 8.0 7.0 9.0 20.4 2017.0 2023 6.0 Midfield
807 208450 Andreas Pereira 22 Brazil 78 84 Manchester United 14 91.0 2100 Right 1.0 4.0 4.0 Medium/ Medium Lean Yes CM 2013-01-01 2019-01-01 70 157 75 75 75 79 78 78 78 79 79 79 79 79 78 78 78 79 75 74 74 74 75 73 69 69 69 73 78.0 74.0 56.0 80.0 72.0 81.0 80.0 80.0 77.0 81.0 78.0 74.0 78.0 74.0 78.0 73.0 62.0 75.0 68.0 77.0 69.0 68.0 71.0 78.0 70.0 74.0 67.0 65.0 63.0 15.0 14.0 7.0 10.0 7.0 28.7 2013.0 2019 6.0 Midfield
809 208268 B. Cristante 23 Italy 78 86 Roma 15 26.0 1944 Right 2.0 3.0 3.0 Medium/ Medium Lean No CM NaT 2019-06-30 73 176 74 74 74 75 76 76 76 75 77 77 77 76 78 78 78 76 72 75 75 75 72 71 71 71 71 71 68.0 68.0 70.0 83.0 67.0 78.0 65.0 64.0 78.0 81.0 63.0 58.0 64.0 74.0 54.0 74.0 58.0 69.0 70.0 74.0 64.0 66.0 76.0 76.0 58.0 70.0 70.0 69.0 66.0 3.0 5.0 3.0 3.0 5.0 19.8 2017.0 2019 2.0 Midfield
815 206058 M. De Sciglio 25 Italy 78 81 Juventus 10.5 78.0 1936 Right 2.0 5.0 3.0 Medium/ Medium Lean Yes RB 2017-07-20 2022-01-01 72 172 64 64 64 70 67 67 67 70 69 69 69 72 72 72 72 72 79 76 76 76 79 79 76 76 76 79 78.0 33.0 68.0 74.0 41.0 74.0 75.0 39.0 68.0 75.0 75.0 79.0 79.0 72.0 77.0 67.0 77.0 87.0 68.0 51.0 74.0 76.0 64.0 60.0 49.0 72.0 79.0 78.0 78.0 5.0 3.0 5.0 5.0 3.0 18.1 2017.0 2022 5.0 Defending
817 205943 V. Chiricheş 28 Romania 78 78 Napoli 8.5 57.0 1866 Right 2.0 3.0 2.0 Medium/ Medium Lean Yes CB 2015-07-30 2022-01-01 72 165 65 65 65 60 62 62 62 60 61 61 61 61 66 66 66 61 71 75 75 75 71 73 78 78 78 73 46.0 56.0 73.0 68.0 70.0 59.0 46.0 25.0 70.0 66.0 66.0 67.0 57.0 74.0 72.0 82.0 73.0 66.0 72.0 72.0 76.0 79.0 36.0 46.0 51.0 69.0 83.0 82.0 78.0 7.0 11.0 10.0 14.0 13.0 14.5 2015.0 2022 7.0 Defending
826 204259 S. Arias 26 Colombia 78 81 Atlético Madrid 10.5 46.0 2002 Right 2.0 3.0 3.0 High/ Medium Normal No RB 2018-07-31 2023-01-01 70 159 68 68 68 73 71 71 71 73 72 72 72 76 74 74 74 76 79 77 77 77 79 79 76 76 76 79 74.0 51.0 67.0 74.0 43.0 74.0 31.0 54.0 73.0 76.0 84.0 86.0 78.0 76.0 77.0 56.0 82.0 90.0 69.0 50.0 79.0 75.0 70.0 64.0 56.0 76.0 74.0 76.0 77.0 14.0 7.0 14.0 15.0 16.0 22.3 2018.0 2023 5.0 Defending
858 172962 V. Moses 27 Nigeria 78 78 Chelsea 11 105.0 2110 Right 2.0 4.0 4.0 Medium/ Medium Normal Yes RW 2012-08-24 2021-01-01 70 170 76 76 76 78 78 78 78 78 78 78 78 79 77 77 77 79 78 76 76 76 78 77 74 74 74 77 76.0 69.0 70.0 76.0 64.0 82.0 75.0 61.0 70.0 81.0 79.0 77.0 76.0 76.0 82.0 74.0 66.0 85.0 69.0 69.0 62.0 73.0 76.0 72.0 75.0 75.0 74.0 74.0 71.0 9.0 7.0 8.0 16.0 16.0 20.4 2012.0 2021 9.0 Attacking
871 174543 C. Bravo 35 Chile 78 78 Manchester City 2.4 50.0 1446 Right 3.0 3.0 1.0 Medium/ Medium Normal Yes GK 2016-08-25 2020-01-01 72 176 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 13.0 18.0 56.0 11.0 22.0 25.0 38.0 54.0 41.0 58.0 54.0 63.0 73.0 62.0 22.0 81.0 41.0 69.0 17.0 40.0 23.0 16.0 69.0 23.0 64.0 15.0 18.0 19.0 78.0 77.0 85.0 75.0 78.0 4.5 2016.0 2020 4.0 Goalkeeper
878 182495 M. Cáceres 31 Uruguay 78 78 Lazio 7 44.0 1921 Right 2.0 3.0 2.0 Medium/ High Lean No LCB 2018-01-08 2019-01-01 71 172 63 63 63 64 63 63 63 64 64 64 64 65 66 66 66 65 75 74 74 74 75 76 78 78 78 76 69.0 37.0 76.0 67.0 65.0 60.0 68.0 41.0 65.0 66.0 76.0 78.0 79.0 73.0 74.0 70.0 91.0 69.0 72.0 59.0 78.0 80.0 50.0 58.0 50.0 76.0 80.0 78.0 77.0 2.0 3.0 4.0 2.0 4.0 11.9 2018.0 2019 1.0 Defending
912 183569 E. Choupo-Moting 29 Cameroon 77 77 Paris Saint-Germain 9 75.0 1890 Right 2.0 4.0 4.0 Medium/ Medium Normal No ST 2018-08-31 2020-01-01 75 201 78 78 78 77 78 78 78 77 77 77 77 77 72 72 72 77 60 59 59 59 60 56 52 52 52 56 65.0 75.0 74.0 74.0 75.0 83.0 74.0 44.0 70.0 80.0 76.0 78.0 76.0 74.0 66.0 77.0 67.0 76.0 76.0 64.0 55.0 40.0 77.0 70.0 68.0 75.0 31.0 36.0 20.0 9.0 9.0 9.0 16.0 6.0 16.7 2018.0 2020 2.0 Attacking
933 186146 D. Welbeck 27 England 77 77 Arsenal 9.5 95.0 1965 Right 3.0 3.0 3.0 High/ High Normal Yes LW 2014-09-02 2019-01-01 73 161 80 80 80 79 79 79 79 79 78 78 78 78 72 72 72 78 63 62 62 62 63 61 58 58 58 61 69.0 75.0 78.0 75.0 76.0 78.0 61.0 62.0 64.0 78.0 76.0 83.0 76.0 78.0 62.0 78.0 80.0 74.0 75.0 69.0 75.0 32.0 79.0 71.0 70.0 76.0 47.0 38.0 33.0 9.0 10.0 6.0 12.0 16.0 18.1 2014.0 2019 5.0 Attacking
947 200752 Juan Jesus 27 Brazil 77 77 Roma 7.5 51.0 1742 Left 2.0 2.0 2.0 Low/ High Normal Yes CB 2012-01-30 2020-01-01 73 183 54 54 54 56 53 53 53 56 53 53 53 59 57 57 57 59 72 70 70 70 72 74 78 78 78 74 66.0 20.0 74.0 58.0 17.0 60.0 48.0 36.0 56.0 55.0 76.0 78.0 68.0 72.0 58.0 62.0 88.0 75.0 82.0 35.0 88.0 77.0 38.0 34.0 37.0 72.0 77.0 79.0 76.0 12.0 11.0 7.0 8.0 14.0 12.8 2012.0 2020 8.0 Defending
959 213051 M. Elneny 25 Egypt 77 79 Arsenal 9 76.0 1958 Right 1.0 3.0 3.0 Medium/ High Lean Yes RDM 2016-01-14 2022-01-01 71 163 67 67 67 69 70 70 70 69 72 72 72 72 76 76 76 72 76 78 78 78 76 75 73 73 73 75 66.0 57.0 57.0 80.0 39.0 68.0 69.0 56.0 77.0 76.0 58.0 60.0 65.0 75.0 62.0 76.0 69.0 92.0 68.0 67.0 73.0 76.0 63.0 70.0 62.0 77.0 76.0 74.0 72.0 7.0 15.0 15.0 12.0 6.0 17.8 2016.0 2022 6.0 Midfield
978 192073 A. Bertolacci 27 Italy 77 77 Milan 9 75.0 2041 Left 2.0 3.0 4.0 Medium/ Medium Normal No CM 2015-07-02 2019-01-01 70 165 74 74 74 76 76 76 76 76 78 78 78 77 78 78 78 77 75 75 75 75 75 74 72 72 72 74 72.0 62.0 64.0 80.0 69.0 79.0 70.0 64.0 76.0 79.0 69.0 73.0 77.0 74.0 75.0 78.0 65.0 77.0 67.0 76.0 69.0 70.0 76.0 76.0 56.0 72.0 74.0 68.0 68.0 7.0 8.0 7.0 7.0 9.0 15.3 2015.0 2019 4.0 Midfield
1004 233049 J. Sancho 18 England 77 89 Borussia Dortmund 14.5 22.0 1785 Right 1.0 3.0 5.0 Medium/ Medium Lean No RM 2017-08-31 2022-01-01 71 168 71 71 71 79 77 77 77 79 77 77 77 78 69 69 69 78 60 54 54 54 60 56 44 44 44 56 68.0 70.0 38.0 74.0 65.0 86.0 75.0 48.0 54.0 85.0 88.0 86.0 90.0 76.0 87.0 64.0 49.0 66.0 52.0 48.0 39.0 26.0 68.0 75.0 57.0 64.0 30.0 33.0 36.0 7.0 11.0 10.0 11.0 13.0 27.6 2017.0 2022 5.0 Midfield
1005 167514 D. Basta 33 Serbia 77 77 Lazio 3.4 41.0 2055 Right 2.0 3.0 3.0 High/ High Normal No RB 2014-07-01 2023-01-01 72 159 72 72 72 73 72 72 72 73 72 72 72 74 74 74 74 74 78 77 77 77 78 78 77 77 77 78 75.0 58.0 72.0 76.0 64.0 74.0 72.0 66.0 74.0 77.0 74.0 75.0 70.0 75.0 68.0 77.0 70.0 77.0 72.0 75.0 72.0 82.0 66.0 56.0 55.0 75.0 74.0 77.0 75.0 12.0 6.0 11.0 14.0 14.0 5.8 2014.0 2023 9.0 Defending
1007 220253 Munir 22 Spain 77 83 FC Barcelona 12.5 115.0 1883 Left 2.0 2.0 4.0 High/ Medium Lean Yes ST 2015-07-01 2019-01-01 69 152 78 78 78 78 79 79 79 78 78 78 78 76 70 70 70 76 57 53 53 53 57 53 47 47 47 53 65.0 78.0 75.0 77.0 75.0 81.0 70.0 67.0 58.0 80.0 78.0 80.0 78.0 71.0 78.0 76.0 63.0 69.0 63.0 77.0 48.0 22.0 77.0 71.0 66.0 76.0 38.0 24.0 22.0 9.0 12.0 6.0 13.0 16.0 28.1 2015.0 2019 4.0 Attacking
1015 183394 M. Sissoko 28 France 77 77 Tottenham Hotspur 9 79.0 2138 Right 2.0 2.0 3.0 Medium/ Medium Normal Yes CM 2016-08-31 2021-01-01 74 201 78 78 78 78 78 78 78 78 77 77 77 79 78 78 78 79 79 78 78 78 79 78 77 77 77 78 75.0 69.0 70.0 79.0 64.0 82.0 75.0 74.0 74.0 77.0 79.0 81.0 67.0 74.0 58.0 85.0 78.0 87.0 88.0 70.0 80.0 78.0 76.0 71.0 60.0 75.0 70.0 75.0 71.0 14.0 8.0 11.0 10.0 8.0 16.7 2016.0 2021 5.0 Midfield
1029 235889 C. Ünder 20 Turkey 77 87 Roma 14.5 46.0 1864 Left 1.0 4.0 3.0 Medium/ Medium Normal No LM 2017-07-17 2022-01-01 68 146 74 74 74 79 77 77 77 79 77 77 77 77 70 70 70 77 60 55 55 55 60 57 46 46 46 57 80.0 71.0 58.0 72.0 69.0 82.0 80.0 68.0 65.0 81.0 83.0 80.0 84.0 71.0 82.0 80.0 48.0 61.0 54.0 80.0 27.0 29.0 70.0 73.0 64.0 68.0 43.0 33.0 30.0 9.0 13.0 7.0 9.0 8.0 27.6 2017.0 2022 5.0 Midfield
1033 216437 Wallace 23 Brazil 77 82 Lazio 10 35.0 1555 Right 2.0 2.0 2.0 Medium/ Medium Lean No RCB 2016-07-28 2021-01-01 75 187 49 49 49 47 47 47 47 47 47 47 47 49 52 52 52 49 65 68 68 68 65 69 78 78 78 69 34.0 21.0 77.0 57.0 36.0 45.0 33.0 29.0 50.0 52.0 66.0 69.0 46.0 74.0 40.0 40.0 71.0 54.0 81.0 26.0 79.0 81.0 25.0 31.0 45.0 68.0 78.0 79.0 78.0 15.0 11.0 11.0 10.0 11.0 17.8 2016.0 2021 5.0 Defending
1037 157304 T. Vermaelen 32 Belgium 77 77 FC Barcelona 5 110.0 1926 Left 3.0 3.0 2.0 High/ Medium Normal Yes CB 2014-08-09 2019-01-01 72 176 66 66 66 63 63 63 63 63 64 64 64 64 68 68 68 64 72 75 75 75 72 73 79 79 79 73 63.0 52.0 81.0 80.0 56.0 55.0 61.0 64.0 78.0 64.0 67.0 64.0 61.0 70.0 56.0 78.0 90.0 52.0 79.0 68.0 77.0 73.0 41.0 51.0 62.0 72.0 72.0 79.0 80.0 9.0 10.0 7.0 11.0 15.0 10.3 2014.0 2019 5.0 Defending
1038 168312 I. Abate 31 Italy 77 77 Milan 6 68.0 1973 Right 2.0 2.0 3.0 High/ Medium Lean Yes RB 2009-07-01 2019-01-01 71 161 68 68 68 73 71 71 71 73 73 73 73 75 74 74 74 75 78 76 76 76 78 77 76 76 76 77 75.0 38.0 68.0 76.0 60.0 75.0 69.0 44.0 72.0 75.0 77.0 85.0 75.0 76.0 75.0 68.0 75.0 76.0 69.0 60.0 76.0 75.0 74.0 68.0 48.0 78.0 76.0 76.0 75.0 3.0 3.0 5.0 3.0 3.0 10.2 2009.0 2019 10.0 Defending
1048 188802 M. Schmelzer 30 Germany 77 77 Borussia Dortmund 6.5 43.0 1957 Left 2.0 2.0 2.0 High/ High Normal Yes LB 2008-07-01 2021-01-01 71 163 64 64 64 66 65 65 65 66 65 65 65 68 68 68 68 68 77 76 76 76 77 78 77 77 77 78 73.0 37.0 68.0 74.0 47.0 63.0 73.0 67.0 63.0 69.0 74.0 78.0 65.0 77.0 63.0 74.0 75.0 82.0 75.0 60.0 81.0 78.0 54.0 52.0 46.0 72.0 75.0 78.0 80.0 14.0 10.0 15.0 9.0 8.0 11.1 2008.0 2021 13.0 Defending
1049 202884 L. Spinazzola 25 Italy 77 80 Juventus 11 80.0 2040 Right 2.0 4.0 3.0 High/ High Lean No LM 2010-07-01 2022-01-01 73 165 72 72 72 76 75 75 75 76 75 75 75 77 76 76 76 77 79 77 77 77 79 78 75 75 75 78 76.0 60.0 62.0 74.0 59.0 81.0 62.0 41.0 70.0 80.0 77.0 83.0 74.0 74.0 61.0 68.0 76.0 89.0 72.0 68.0 68.0 74.0 70.0 68.0 59.0 74.0 77.0 76.0 76.0 11.0 13.0 12.0 15.0 14.0 19 2010.0 2022 12.0 Midfield
1063 213135 D. Origi 23 Belgium 77 82 Liverpool 12 83.0 1829 Right 2.0 3.0 4.0 High/ Medium Normal Yes ST 2014-07-29 2019-01-01 73 165 77 77 77 76 77 77 77 76 75 75 75 75 68 68 68 75 55 53 53 53 55 51 47 47 47 51 69.0 75.0 73.0 74.0 69.0 76.0 54.0 40.0 59.0 74.0 76.0 79.0 72.0 76.0 64.0 79.0 73.0 65.0 76.0 69.0 69.0 28.0 78.0 69.0 65.0 72.0 16.0 24.0 18.0 15.0 13.0 16.0 11.0 15.0 23.7 2014.0 2019 5.0 Attacking
1070 237715 P. Cutrone 20 Italy 77 89 Milan 16 62.0 1759 Right 1.0 3.0 3.0 High/ Medium Normal No RS 2015-07-01 2023-01-01 72 172 77 77 77 73 75 75 75 73 71 71 71 70 62 62 62 70 52 49 49 49 52 49 47 47 47 49 48.0 80.0 76.0 70.0 72.0 74.0 68.0 42.0 34.0 76.0 75.0 77.0 69.0 74.0 76.0 74.0 75.0 72.0 74.0 62.0 60.0 14.0 80.0 56.0 68.0 72.0 36.0 20.0 18.0 10.0 7.0 7.0 10.0 5.0 30.4 2015.0 2023 8.0 Attacking
1074 175254 F. Caicedo 29 Ecuador 77 77 Lazio 9 51.0 1919 Left 2.0 3.0 3.0 Medium/ Medium Stocky No ST 2017-08-02 2020-01-01 72 181 78 78 78 73 76 76 76 73 73 73 73 71 68 68 68 71 60 60 60 60 60 58 60 60 60 58 59.0 72.0 75.0 72.0 75.0 72.0 66.0 68.0 59.0 77.0 69.0 71.0 61.0 78.0 67.0 84.0 75.0 54.0 90.0 68.0 80.0 43.0 82.0 61.0 73.0 70.0 32.0 44.0 47.0 7.0 13.0 7.0 8.0 10.0 15.3 2017.0 2020 3.0 Attacking
1085 213666 R. Loftus-Cheek 22 England 77 85 Chelsea 13 76.0 1947 Right 1.0 3.0 4.0 Medium/ Low Normal Yes CM 2013-06-03 2021-01-01 75 194 72 72 72 75 76 76 76 75 78 78 78 77 78 78 78 77 70 73 73 73 70 68 68 68 68 68 62.0 63.0 58.0 83.0 54.0 82.0 58.0 57.0 81.0 81.0 68.0 74.0 73.0 64.0 67.0 64.0 59.0 75.0 80.0 60.0 79.0 57.0 79.0 79.0 45.0 78.0 59.0 67.0 61.0 11.0 7.0 12.0 15.0 13.0 26.7 2013.0 2021 8.0 Midfield
1093 224425 M. Wolf 23 Germany 77 82 Borussia Dortmund 12 41.0 1987 Right 2.0 4.0 3.0 High/ Medium Lean No RM 2018-07-01 2023-01-01 74 181 75 75 75 78 77 77 77 78 76 76 76 78 73 73 73 78 72 69 69 69 72 70 65 65 65 70 75.0 75.0 60.0 73.0 62.0 78.0 69.0 71.0 61.0 78.0 83.0 84.0 68.0 73.0 67.0 70.0 53.0 86.0 68.0 67.0 73.0 64.0 74.0 74.0 52.0 68.0 67.0 54.0 50.0 12.0 15.0 7.0 16.0 8.0 21.3 2018.0 2023 5.0 Midfield
1097 207537 J. Lukaku 23 Belgium 77 81 Lazio 11.5 39.0 2042 Left 2.0 4.0 4.0 High/ Medium Stocky No LM 2016-07-22 2019-01-01 70 190 72 72 72 76 74 74 74 76 75 75 75 77 74 74 74 77 79 75 75 75 79 78 75 75 75 78 79.0 54.0 62.0 74.0 57.0 80.0 53.0 46.0 66.0 80.0 89.0 93.0 78.0 78.0 79.0 76.0 74.0 76.0 84.0 66.0 74.0 77.0 61.0 68.0 53.0 76.0 66.0 74.0 72.0 8.0 7.0 14.0 15.0 9.0 20.4 2016.0 2019 3.0 Midfield
1107 226229 T. Kehrer 21 Germany 77 84 Paris Saint-Germain 11 43.0 1806 Left 1.0 5.0 3.0 Medium/ High Lean No RB 2018-08-16 2023-01-01 73 168 61 61 61 61 61 61 61 61 61 61 61 63 64 64 64 63 73 72 72 72 73 75 77 77 77 75 56.0 37.0 76.0 63.0 32.0 63.0 45.0 38.0 58.0 64.0 74.0 76.0 69.0 76.0 65.0 65.0 78.0 74.0 70.0 40.0 80.0 75.0 48.0 56.0 36.0 68.0 72.0 81.0 85.0 9.0 9.0 14.0 10.0 12.0 22.6 2018.0 2023 5.0 Defending
1129 222400 H. Winks 22 England 77 85 Tottenham Hotspur 13 66.0 1940 Right 1.0 3.0 3.0 High/ Medium Normal Yes CM 2014-07-01 2023-01-01 69 163 67 67 67 74 73 73 73 74 76 76 76 76 78 78 78 76 74 75 75 75 74 72 68 68 68 72 65.0 54.0 50.0 83.0 50.0 77.0 71.0 60.0 78.0 80.0 75.0 70.0 73.0 76.0 78.0 63.0 51.0 78.0 63.0 62.0 58.0 69.0 64.0 80.0 51.0 80.0 70.0 71.0 64.0 8.0 11.0 14.0 13.0 10.0 26.7 2014.0 2023 9.0 Midfield
1143 238794 Vinícius Júnior 17 Brazil 77 92 Real Madrid 17.5 66.0 1849 Right 1.0 4.0 5.0 High/ Medium Lean No LW 2018-07-12 2025-01-01 69 161 74 74 74 78 77 77 77 78 76 76 76 77 67 67 67 77 58 52 52 52 58 54 44 44 44 54 65.0 70.0 50.0 70.0 71.0 81.0 77.0 62.0 48.0 80.0 92.0 94.0 90.0 70.0 82.0 74.0 74.0 79.0 59.0 68.0 48.0 26.0 74.0 69.0 65.0 75.0 32.0 25.0 18.0 5.0 7.0 7.0 7.0 10.0 46.8 2018.0 2025 7.0 Attacking
1147 137677 M. Vorm 34 Netherlands 77 77 Tottenham Hotspur 3.6 56.0 1279 Right 2.0 3.0 1.0 Medium/ Medium Normal Yes GK 2014-07-23 2019-01-01 72 185 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 14.0 17.0 39.0 12.0 18.0 12.0 14.0 35.0 35.0 53.0 54.0 63.0 80.0 53.0 23.0 72.0 36.0 65.0 19.0 23.0 28.0 10.0 32.0 41.0 63.0 22.0 11.0 14.0 78.0 72.0 70.0 73.0 78.0 6.7 2014.0 2019 5.0 Goalkeeper
1149 227535 R. Bentancur 21 Uruguay 77 89 Juventus 15.5 62.0 1916 Right 1.0 3.0 4.0 Medium/ Medium Lean No RCM 2017-07-01 2022-01-01 74 159 68 68 68 73 73 73 73 73 75 75 75 75 77 77 77 75 74 76 76 76 74 72 71 71 71 72 58.0 53.0 62.0 83.0 45.0 82.0 46.0 49.0 77.0 83.0 67.0 73.0 68.0 72.0 68.0 63.0 74.0 83.0 67.0 62.0 66.0 66.0 60.0 73.0 50.0 80.0 75.0 72.0 64.0 8.0 7.0 14.0 14.0 12.0 28.7 2017.0 2022 5.0 Midfield
1156 230613 A. Diawara 20 Guinea 77 87 Napoli 14 41.0 1932 Right 2.0 3.0 3.0 Medium/ High Lean No CM 2016-08-29 2021-01-01 72 163 64 64 64 70 70 70 70 70 73 73 73 73 77 77 77 73 77 79 79 79 77 76 75 75 75 76 64.0 39.0 59.0 82.0 46.0 76.0 62.0 37.0 76.0 80.0 68.0 70.0 78.0 76.0 69.0 66.0 58.0 84.0 70.0 56.0 82.0 77.0 54.0 78.0 52.0 75.0 73.0 76.0 72.0 11.0 14.0 5.0 11.0 11.0 26.6 2016.0 2021 5.0 Midfield
1190 234236 P. Schick 22 Czech Republic 77 86 Roma 14 53.0 1868 Left 2.0 2.0 4.0 High/ Medium Lean No ST 2018-07-14 2022-01-01 73 161 77 77 77 77 78 78 78 77 77 77 77 75 69 69 69 75 56 55 55 55 56 53 50 50 50 53 64.0 77.0 74.0 74.0 67.0 82.0 78.0 56.0 59.0 80.0 74.0 73.0 83.0 74.0 67.0 72.0 69.0 62.0 70.0 73.0 59.0 22.0 78.0 73.0 58.0 77.0 50.0 24.0 19.0 11.0 15.0 8.0 9.0 14.0 26.6 2018.0 2022 4.0 Attacking
1194 205566 Alberto Moreno 25 Spain 77 79 Liverpool 9 76.0 2029 Left 2.0 3.0 3.0 High/ Low Normal Yes LB 2014-08-16 2019-01-01 67 143 72 72 72 76 74 74 74 76 73 73 73 76 72 72 72 76 78 74 74 74 78 77 73 73 73 77 78.0 59.0 61.0 74.0 35.0 76.0 59.0 40.0 64.0 79.0 85.0 87.0 84.0 72.0 87.0 80.0 86.0 81.0 61.0 74.0 83.0 72.0 69.0 58.0 54.0 63.0 68.0 73.0 76.0 10.0 14.0 9.0 10.0 11.0 17.8 2014.0 2019 5.0 Defending
1218 205069 Bernat 25 Spain 76 77 Paris Saint-Germain 7.5 54.0 2033 Left 2.0 3.0 4.0 High/ Medium Normal Yes LB 2018-08-31 2021-01-01 67 148 70 70 70 78 76 76 76 78 77 77 77 78 76 76 76 78 78 75 75 75 78 77 71 71 71 77 79.0 57.0 53.0 79.0 59.0 84.0 76.0 51.0 64.0 83.0 79.0 78.0 86.0 77.0 88.0 62.0 73.0 77.0 55.0 62.0 68.0 73.0 73.0 70.0 53.0 69.0 69.0 75.0 74.0 8.0 9.0 12.0 11.0 16.0 14.4 2018.0 2021 3.0 Defending
1223 202515 Jesé 25 Spain 76 79 Paris Saint-Germain 9.5 59.0 1798 Right 2.0 4.0 4.0 Medium/ Medium Normal Yes LM 2016-08-08 2021-01-01 70 159 72 72 72 78 76 76 76 78 77 77 77 77 70 70 70 77 55 52 52 52 55 50 40 40 40 50 72.0 71.0 42.0 76.0 55.0 81.0 78.0 66.0 69.0 80.0 85.0 79.0 85.0 67.0 74.0 73.0 71.0 61.0 60.0 72.0 29.0 33.0 75.0 70.0 68.0 74.0 17.0 23.0 12.0 13.0 7.0 6.0 13.0 15.0 18.3 2016.0 2021 5.0 Midfield
1230 200215 S. Rode 27 Germany 76 77 Borussia Dortmund 7.5 40.0 1977 Right 2.0 3.0 3.0 High/ High Normal No CDM 2016-07-01 2020-01-01 70 165 69 69 69 70 71 71 71 70 72 72 72 71 73 73 73 71 74 77 77 77 74 75 77 77 77 75 66.0 55.0 66.0 75.0 55.0 71.0 51.0 52.0 71.0 72.0 69.0 64.0 70.0 74.0 74.0 75.0 76.0 68.0 74.0 65.0 83.0 79.0 69.0 71.0 51.0 74.0 78.0 77.0 77.0 9.0 8.0 14.0 7.0 11.0 13.3 2016.0 2020 4.0 Midfield
1238 229148 Dalbert 24 Brazil 76 80 Inter 8.5 41.0 1971 Left 1.0 3.0 3.0 High/ Medium Lean No LB 2017-08-09 2023-01-01 71 154 70 70 70 75 73 73 73 75 73 73 73 76 72 72 72 76 77 73 73 73 77 76 72 72 72 76 76.0 52.0 60.0 72.0 52.0 78.0 68.0 47.0 68.0 75.0 91.0 91.0 83.0 68.0 67.0 72.0 59.0 80.0 67.0 60.0 74.0 68.0 72.0 66.0 42.0 69.0 72.0 74.0 74.0 7.0 11.0 7.0 9.0 9.0 15.1 2017.0 2023 6.0 Defending
1239 216349 A. Halilović 22 Croatia 76 83 Milan 11 61.0 1866 Left 1.0 3.0 4.0 High/ Low Lean No RM 2018-07-07 2021-01-01 67 152 65 65 65 77 75 75 75 77 78 78 78 77 74 74 74 77 65 62 62 62 65 60 48 48 48 60 76.0 58.0 24.0 80.0 64.0 79.0 80.0 69.0 70.0 81.0 78.0 74.0 78.0 74.0 88.0 64.0 54.0 68.0 32.0 72.0 40.0 54.0 70.0 80.0 75.0 72.0 60.0 36.0 28.0 15.0 11.0 11.0 13.0 10.0 20.9 2018.0 2021 3.0 Midfield
1247 198946 D. D'Ambrosio 29 Italy 76 76 Inter 6 50.0 1980 Right 2.0 3.0 3.0 Medium/ Medium Normal Yes LB 2014-01-30 2021-01-01 71 165 67 67 67 68 67 67 67 68 67 67 67 69 69 69 69 69 76 74 74 74 76 76 77 77 77 76 71.0 48.0 71.0 69.0 54.0 69.0 63.0 62.0 64.0 72.0 72.0 72.0 74.0 76.0 70.0 66.0 78.0 76.0 68.0 58.0 77.0 75.0 65.0 54.0 60.0 72.0 78.0 79.0 77.0 9.0 10.0 15.0 13.0 15.0 10.2 2014.0 2021 7.0 Defending
1254 198949 K. Malcuit 26 France 76 77 Napoli 7.5 47.0 2009 Right 2.0 3.0 3.0 High/ Medium Normal No RB 2018-08-08 2022-01-01 70 170 71 71 71 75 73 73 73 75 73 73 73 76 73 73 73 76 77 75 75 75 77 76 74 74 74 76 78.0 66.0 63.0 76.0 56.0 78.0 58.0 47.0 69.0 75.0 80.0 87.0 76.0 70.0 70.0 66.0 72.0 77.0 76.0 56.0 77.0 71.0 66.0 66.0 55.0 67.0 72.0 74.0 75.0 12.0 13.0 12.0 9.0 11.0 13.3 2018.0 2022 4.0 Defending
1258 191783 V. Berisha 25 Kosovo 76 79 Lazio 9.5 40.0 2045 Right 2.0 4.0 4.0 High/ Medium Normal No LM 2018-07-04 2023-01-01 69 154 72 72 72 76 75 75 75 76 76 76 76 76 74 74 74 76 70 70 70 70 70 68 65 65 65 68 63.0 66.0 42.0 73.0 68.0 77.0 72.0 66.0 71.0 78.0 83.0 79.0 84.0 73.0 69.0 76.0 79.0 86.0 74.0 73.0 81.0 56.0 72.0 76.0 69.0 78.0 66.0 56.0 54.0 6.0 14.0 15.0 15.0 13.0 16.9 2018.0 2023 5.0 Midfield
1268 189484 D. Santon 27 Italy 76 76 Roma 6.5 47.0 1977 Right 2.0 3.0 3.0 Medium/ Medium Normal Yes LB 2018-07-01 2022-01-01 74 170 67 67 67 71 70 70 70 71 71 71 71 72 73 73 73 72 76 76 76 76 76 76 75 75 75 76 76.0 46.0 65.0 76.0 57.0 75.0 74.0 43.0 69.0 75.0 67.0 74.0 66.0 73.0 57.0 74.0 74.0 74.0 72.0 68.0 72.0 76.0 63.0 64.0 57.0 74.0 75.0 77.0 76.0 15.0 10.0 15.0 14.0 8.0 11.1 2018.0 2022 4.0 Defending
1287 139062 W. Caballero 36 Argentina 76 76 Chelsea 1 39.0 1211 Right 2.0 3.0 1.0 Medium/ Medium Normal Yes GK 2017-07-01 2019-01-01 73 179 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 11.0 22.0 33.0 13.0 12.0 23.0 11.0 48.0 30.0 43.0 46.0 39.0 73.0 55.0 23.0 70.0 37.0 69.0 14.0 30.0 19.0 7.0 47.0 16.0 57.0 14.0 11.0 12.0 75.0 72.0 71.0 77.0 76.0 1.9 2017.0 2019 2.0 Goalkeeper
1304 190531 E. Mangala 27 France 76 78 Manchester City 7.5 84.0 1745 Left 2.0 4.0 2.0 Medium/ High Normal Yes CB 2014-08-11 2019-01-01 74 185 54 54 54 51 51 51 51 51 51 51 51 53 56 56 56 53 66 68 68 68 66 69 77 77 77 69 53.0 27.0 77.0 58.0 44.0 46.0 47.0 48.0 56.0 50.0 59.0 67.0 62.0 62.0 60.0 67.0 86.0 64.0 87.0 48.0 89.0 71.0 39.0 47.0 48.0 58.0 72.0 79.0 79.0 10.0 13.0 6.0 10.0 14.0 14.4 2014.0 2019 5.0 Defending
1313 184392 M. Darmian 28 Italy 76 76 Manchester United 6 88.0 1949 Right 2.0 5.0 3.0 Low/ High Lean Yes LB 2015-07-11 2019-01-01 72 154 69 69 69 71 71 71 71 71 71 71 71 72 72 72 72 72 77 76 76 76 77 77 76 76 76 77 69.0 55.0 68.0 76.0 59.0 74.0 69.0 35.0 66.0 75.0 73.0 73.0 77.0 76.0 76.0 69.0 68.0 75.0 64.0 56.0 74.0 77.0 64.0 63.0 45.0 76.0 77.0 79.0 78.0 6.0 7.0 7.0 12.0 7.0 11.1 2015.0 2019 4.0 Defending
1333 162131 Llorente 33 Spain 76 76 Tottenham Hotspur 4.8 76.0 1599 Right 3.0 3.0 3.0 Medium/ Medium Normal Yes ST 2017-08-31 2019-01-01 76 203 78 78 78 68 74 74 74 68 72 72 72 66 67 67 67 66 47 54 54 54 47 45 52 52 52 45 44.0 79.0 90.0 73.0 81.0 67.0 57.0 40.0 49.0 80.0 29.0 32.0 33.0 80.0 30.0 79.0 55.0 44.0 86.0 64.0 71.0 25.0 84.0 70.0 70.0 82.0 34.0 25.0 15.0 2.0 2.0 3.0 4.0 2.0 8.9 2017.0 2019 2.0 Attacking
1342 186200 F. Borini 27 Italy 76 76 Milan 8 76.0 1958 Right 2.0 3.0 4.0 High/ Medium Lean Yes LW 2018-07-01 2021-01-01 71 163 77 77 77 78 78 78 78 78 77 77 77 77 71 71 71 77 62 61 61 61 62 59 56 56 56 59 74.0 72.0 74.0 76.0 75.0 78.0 72.0 61.0 62.0 79.0 77.0 75.0 78.0 77.0 67.0 76.0 71.0 77.0 68.0 72.0 72.0 30.0 78.0 72.0 78.0 76.0 68.0 30.0 26.0 11.0 6.0 8.0 12.0 6.0 13.6 2018.0 2021 3.0 Attacking
1354 47201 S. Proto 35 Belgium 76 76 Lazio 1.8 20.0 1277 Right 2.0 2.0 1.0 Medium/ Medium Lean No GK 2018-07-04 2021-01-01 72 163 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 14.0 14.0 33.0 17.0 11.0 11.0 17.0 37.0 32.0 48.0 46.0 58.0 70.0 61.0 37.0 75.0 27.0 61.0 15.0 28.0 23.0 18.0 58.0 25.0 58.0 20.0 11.0 17.0 75.0 73.0 73.0 78.0 77.0 3.1 2018.0 2021 3.0 Goalkeeper
1425 182168 A. Ranocchia 30 Italy 76 76 Inter 5.5 47.0 1559 Right 2.0 3.0 2.0 Low/ Medium Lean Yes CB 2010-06-01 2019-01-01 77 179 50 50 50 49 51 51 51 49 54 54 54 53 62 62 62 53 66 72 72 72 66 67 76 76 76 67 45.0 22.0 75.0 67.0 24.0 58.0 30.0 34.0 65.0 66.0 31.0 39.0 44.0 65.0 31.0 59.0 74.0 61.0 80.0 31.0 68.0 80.0 24.0 56.0 34.0 69.0 75.0 80.0 76.0 12.0 15.0 11.0 12.0 15.0 9.4 2010.0 2019 9.0 Defending
1435 168607 Rafinha 32 Brazil 76 76 FC Bayern München 4.3 53.0 1941 Right 2.0 3.0 3.0 Medium/ Medium Normal No RB 2011-07-01 2019-01-01 68 150 61 61 61 71 68 68 68 71 70 70 70 72 72 72 72 72 78 76 76 76 78 76 72 72 72 76 78.0 37.0 43.0 78.0 50.0 76.0 77.0 58.0 64.0 78.0 76.0 68.0 79.0 77.0 79.0 58.0 53.0 71.0 53.0 44.0 84.0 76.0 61.0 63.0 63.0 77.0 73.0 77.0 82.0 15.0 7.0 16.0 12.0 15.0 7 2011.0 2019 8.0 Defending
1475 211385 R. Durmisi 24 Denmark 76 81 Lazio 8.5 33.0 2057 Left 1.0 3.0 3.0 High/ Medium Stocky Yes LB 2018-07-01 2023-01-01 66 148 70 70 70 73 72 72 72 73 72 72 72 74 73 73 73 74 77 74 74 74 77 76 73 73 73 76 77.0 53.0 70.0 74.0 54.0 73.0 72.0 71.0 63.0 74.0 79.0 83.0 78.0 71.0 91.0 85.0 81.0 91.0 61.0 67.0 89.0 70.0 60.0 72.0 40.0 64.0 72.0 69.0 73.0 10.0 6.0 6.0 11.0 11.0 15.1 2018.0 2023 5.0 Defending
1490 201155 R. Morrison 25 England 76 79 Lazio 9.5 40.0 1904 Right 1.0 4.0 3.0 Medium/ Low Normal No CAM 2015-07-01 2019-01-01 69 157 70 70 70 76 75 75 75 76 77 77 77 76 73 73 73 76 64 63 63 63 64 62 55 55 55 62 70.0 70.0 49.0 80.0 65.0 80.0 70.0 75.0 76.0 80.0 77.0 84.0 80.0 58.0 76.0 72.0 40.0 68.0 51.0 71.0 63.0 35.0 66.0 74.0 56.0 68.0 58.0 55.0 43.0 14.0 15.0 13.0 12.0 8.0 16.9 2015.0 2019 4.0 Midfield
1493 207557 R. Olsen 28 Sweden 76 76 Roma 5.5 41.0 1158 Right 1.0 2.0 1.0 Medium/ Medium Normal No GK 2018-07-24 2022-01-01 77 190 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 20.0 11.0 16.0 32.0 16.0 11.0 18.0 16.0 37.0 18.0 31.0 40.0 32.0 73.0 33.0 20.0 40.0 37.0 75.0 14.0 27.0 20.0 13.0 55.0 26.0 45.0 22.0 12.0 16.0 76.0 74.0 74.0 76.0 77.0 9.4 2018.0 2022 4.0 Goalkeeper
1495 228295 R. Holding 22 England 76 83 Arsenal 9.5 64.0 1694 Right 1.0 3.0 2.0 Medium/ Medium Lean Yes CB 2016-07-26 2022-01-01 74 165 55 55 55 57 57 57 57 57 59 59 59 61 64 64 64 61 70 73 73 73 70 72 77 77 77 72 52.0 30.0 75.0 72.0 27.0 62.0 33.0 30.0 61.0 67.0 58.0 61.0 58.0 70.0 67.0 48.0 75.0 68.0 76.0 27.0 72.0 77.0 40.0 57.0 38.0 79.0 77.0 78.0 76.0 14.0 11.0 10.0 14.0 13.0 20 2016.0 2022 6.0 Defending
1522 229594 A. Ćorić 21 Croatia 76 88 Roma 14 38.0 1795 Right 1.0 4.0 4.0 Medium/ Low Lean No CAM 2018-07-01 2023-01-01 69 130 68 68 68 76 74 74 74 76 76 76 76 76 71 71 71 76 59 56 56 56 59 54 43 43 43 54 73.0 64.0 34.0 74.0 56.0 80.0 67.0 71.0 66.0 81.0 78.0 66.0 82.0 71.0 84.0 68.0 55.0 73.0 49.0 71.0 41.0 27.0 70.0 77.0 58.0 78.0 44.0 31.0 24.0 15.0 10.0 14.0 14.0 7.0 26.6 2018.0 2023 5.0 Midfield
1524 232411 C. Nkunku 20 France 76 84 Paris Saint-Germain 11.5 46.0 2042 Right 1.0 3.0 3.0 Medium/ High Lean No CM 2015-12-23 2020-01-01 70 159 75 75 75 78 78 78 78 78 78 78 78 77 76 76 76 77 74 73 73 73 74 73 70 70 70 73 69.0 76.0 59.0 79.0 59.0 82.0 77.0 69.0 72.0 80.0 76.0 75.0 78.0 70.0 79.0 79.0 59.0 71.0 63.0 74.0 62.0 69.0 73.0 73.0 65.0 72.0 69.0 72.0 70.0 5.0 6.0 10.0 15.0 7.0 23.6 2015.0 2020 5.0 Midfield
1616 236311 M. Rog 22 Croatia 75 81 Napoli 9 43.0 1953 Right 2.0 3.0 3.0 High/ Medium Normal No CM 2017-07-18 2021-01-01 71 161 69 69 69 76 74 74 74 76 76 76 76 76 76 76 76 76 72 72 72 72 72 70 67 67 67 70 75.0 62.0 47.0 82.0 65.0 80.0 64.0 57.0 78.0 78.0 78.0 75.0 63.0 72.0 67.0 70.0 48.0 64.0 68.0 74.0 74.0 58.0 62.0 76.0 60.0 76.0 64.0 68.0 66.0 6.0 15.0 12.0 13.0 12.0 17.1 2017.0 2021 4.0 Midfield
1664 210736 Emerson 23 Italy 75 79 Chelsea 7 61.0 1948 Left 2.0 3.0 3.0 High/ Medium Lean Yes LB 2018-01-30 2022-01-01 69 170 69 69 69 73 71 71 71 73 70 70 70 73 71 71 71 73 76 72 72 72 76 75 70 70 70 75 78.0 43.0 60.0 74.0 44.0 77.0 53.0 71.0 66.0 79.0 77.0 77.0 75.0 77.0 72.0 80.0 67.0 74.0 52.0 77.0 65.0 75.0 75.0 41.0 55.0 72.0 73.0 69.0 70.0 8.0 15.0 8.0 7.0 14.0 13.5 2018.0 2022 4.0 Defending
1743 219732 G. Nkoudou 23 France 75 80 Tottenham Hotspur 9 58.0 1856 Right 1.0 4.0 3.0 High/ Low Lean Yes LM 2016-08-31 2021-01-01 69 161 71 71 71 77 75 75 75 77 75 75 75 76 68 68 68 76 60 54 54 54 60 57 47 47 47 57 74.0 65.0 49.0 73.0 74.0 79.0 74.0 58.0 62.0 74.0 89.0 88.0 86.0 74.0 89.0 67.0 56.0 64.0 60.0 71.0 48.0 21.0 72.0 67.0 61.0 70.0 32.0 37.0 42.0 10.0 13.0 8.0 6.0 13.0 17.3 2016.0 2021 5.0 Midfield
1763 225116 A. Meret 21 Italy 75 89 Napoli 12 24.0 1161 Left 1.0 2.0 1.0 Medium/ Medium Lean No GK 2018-07-05 2023-01-01 75 183 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 15.0 17.0 19.0 29.0 20.0 16.0 20.0 21.0 22.0 22.0 41.0 48.0 37.0 70.0 48.0 21.0 68.0 29.0 65.0 17.0 22.0 22.0 20.0 21.0 21.0 67.0 10.0 21.0 12.0 77.0 71.0 66.0 75.0 78.0 27.9 2018.0 2023 5.0 Goalkeeper
1767 222558 R. Karsdorp 23 Netherlands 75 80 Roma 7.5 39.0 2036 Right 1.0 3.0 3.0 High/ Medium Normal No RB 2017-07-01 2022-01-01 72 176 71 71 71 74 73 73 73 74 73 73 73 75 73 73 73 75 76 74 74 74 76 76 74 74 74 76 77.0 53.0 69.0 72.0 66.0 76.0 60.0 60.0 73.0 75.0 86.0 87.0 65.0 73.0 65.0 80.0 74.0 72.0 69.0 69.0 78.0 67.0 65.0 67.0 52.0 68.0 71.0 75.0 75.0 13.0 7.0 14.0 16.0 15.0 13.3 2017.0 2022 5.0 Defending
1775 223329 A. Conti 24 Italy 75 79 Milan 8.5 58.0 1965 Right 2.0 2.0 3.0 High/ High Lean No RM 2017-07-07 2022-01-01 72 168 70 70 70 74 72 72 72 74 72 72 72 75 74 74 74 75 78 75 75 75 78 77 73 73 73 77 76.0 58.0 64.0 76.0 59.0 74.0 67.0 42.0 69.0 76.0 75.0 82.0 79.0 76.0 68.0 68.0 53.0 87.0 59.0 49.0 73.0 73.0 73.0 63.0 48.0 72.0 76.0 74.0 74.0 9.0 13.0 13.0 9.0 10.0 15.1 2017.0 2022 5.0 Midfield
1809 230767 Renato Sanches 20 Portugal 75 84 FC Bayern München 10 41.0 2102 Right 3.0 4.0 3.0 High/ High Normal Yes CM 2016-07-01 2021-01-01 69 154 75 75 75 75 76 76 76 75 76 76 76 76 76 76 76 76 75 76 76 76 75 74 75 75 75 74 60.0 65.0 64.0 76.0 68.0 77.0 59.0 68.0 70.0 77.0 79.0 77.0 76.0 72.0 90.0 85.0 79.0 86.0 76.0 77.0 90.0 69.0 70.0 67.0 68.0 67.0 73.0 70.0 64.0 5.0 12.0 6.0 13.0 14.0 18.5 2016.0 2021 5.0 Midfield
1820 236920 J. Kluivert 19 Netherlands 75 86 Roma 11 28.0 1877 Right 1.0 4.0 4.0 High/ Medium Normal No LW 2018-07-01 2023-01-01 67 146 72 72 72 77 76 76 76 77 75 75 75 75 67 67 67 75 59 55 55 55 59 56 49 49 49 56 69.0 70.0 52.0 68.0 67.0 82.0 72.0 58.0 54.0 78.0 91.0 88.0 85.0 67.0 83.0 77.0 66.0 69.0 61.0 76.0 66.0 25.0 65.0 72.0 66.0 74.0 47.0 32.0 27.0 5.0 6.0 14.0 7.0 12.0 20.9 2018.0 2023 5.0 Attacking
1857 238476 D. Zagadou 19 France 75 85 Borussia Dortmund 9 16.0 1559 Left 1.0 3.0 2.0 Medium/ Medium Stocky No CB 2017-07-01 2022-01-01 77 198 53 53 53 50 51 51 51 50 52 52 52 54 57 57 57 54 66 69 69 69 66 69 76 76 76 69 46.0 26.0 77.0 71.0 25.0 49.0 37.0 25.0 55.0 54.0 52.0 69.0 47.0 70.0 34.0 56.0 64.0 61.0 87.0 24.0 75.0 70.0 31.0 42.0 30.0 68.0 71.0 81.0 75.0 9.0 13.0 5.0 14.0 14.0 17.1 2017.0 2022 5.0 Defending
1859 205966 A. Younes 24 Germany 75 76 Napoli 8 47.0 1820 Right 2.0 3.0 4.0 Medium/ Medium Normal No LW 2018-07-01 2022-01-01 66 157 69 69 69 77 76 76 76 77 78 78 78 77 73 73 73 77 61 59 59 59 61 57 48 48 48 57 56.0 58.0 44.0 77.0 62.0 88.0 78.0 59.0 57.0 84.0 84.0 75.0 84.0 77.0 92.0 55.0 37.0 79.0 50.0 56.0 55.0 42.0 74.0 76.0 58.0 69.0 30.0 43.0 25.0 15.0 11.0 9.0 15.0 15.0 14.2 2018.0 2022 4.0 Attacking
1898 211361 D. Cataldi 23 Italy 75 79 Lazio 8.5 35.0 1991 Right 2.0 3.0 3.0 Medium/ Medium Lean No CM 2011-07-01 2020-01-01 71 154 71 71 71 74 73 73 73 74 75 75 75 74 75 75 75 74 73 74 74 74 73 72 70 70 70 72 70.0 66.0 60.0 79.0 65.0 72.0 67.0 70.0 76.0 77.0 74.0 69.0 73.0 70.0 75.0 75.0 55.0 68.0 65.0 75.0 74.0 71.0 67.0 73.0 52.0 68.0 67.0 69.0 68.0 7.0 10.0 11.0 12.0 9.0 15.1 2011.0 2020 9.0 Midfield
2025 226537 V. Janssen 24 Netherlands 75 78 Tottenham Hotspur 8.5 64.0 1747 Left 2.0 4.0 3.0 High/ Low Normal Yes ST 2016-07-18 2020-01-01 72 194 76 76 76 69 74 74 74 69 71 71 71 66 63 63 63 66 49 52 52 52 49 47 50 50 50 47 35.0 77.0 74.0 75.0 65.0 67.0 54.0 39.0 40.0 75.0 60.0 62.0 59.0 75.0 66.0 83.0 73.0 57.0 77.0 68.0 78.0 19.0 78.0 64.0 81.0 74.0 39.0 23.0 22.0 13.0 7.0 11.0 15.0 16.0 16.4 2016.0 2020 4.0 Attacking
2198 236355 Luiz Felipe 21 Brazil 74 83 Lazio 7.5 24.0 1593 Right 1.0 3.0 2.0 Medium/ High Lean No CB 2016-08-31 2020-01-01 74 176 51 51 51 54 54 54 54 54 56 56 56 57 60 60 60 57 68 70 70 70 68 70 74 74 74 70 37.0 22.0 65.0 64.0 32.0 62.0 31.0 35.0 58.0 66.0 72.0 69.0 43.0 75.0 46.0 44.0 68.0 55.0 68.0 26.0 68.0 76.0 28.0 52.0 44.0 58.0 78.0 78.0 77.0 14.0 8.0 13.0 10.0 9.0 14.3 2016.0 2020 4.0 Defending
2263 214622 J. Toljan 23 Germany 74 78 Borussia Dortmund 6 30.0 1804 Right 2.0 4.0 3.0 Medium/ Medium Lean No RB 2017-08-30 2022-01-01 72 163 60 60 60 68 64 64 64 68 66 66 66 71 67 67 67 71 76 70 70 70 76 75 70 70 70 75 76.0 39.0 50.0 75.0 41.0 69.0 39.0 32.0 63.0 74.0 89.0 92.0 74.0 67.0 70.0 49.0 84.0 77.0 66.0 38.0 62.0 68.0 56.0 48.0 39.0 58.0 64.0 74.0 73.0 10.0 13.0 10.0 11.0 12.0 10.7 2017.0 2022 5.0 Defending
2335 205186 P. Gazzaniga 26 Argentina 74 78 Tottenham Hotspur 5 46.0 1365 Right 1.0 3.0 1.0 Medium/ Medium Lean Yes GK 2017-08-23 2022-01-01 77 198 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 21.0 12.0 14.0 32.0 8.0 20.0 33.0 21.0 49.0 20.0 63.0 65.0 64.0 59.0 49.0 49.0 66.0 45.0 67.0 19.0 32.0 16.0 13.0 52.0 41.0 55.0 23.0 20.0 11.0 76.0 73.0 84.0 72.0 76.0 9.6 2017.0 2022 5.0 Goalkeeper
2405 212125 L. Marković 24 Serbia 74 77 Liverpool 7 62.0 1859 Right 2.0 3.0 4.0 Medium/ Medium Lean Yes RM 2014-07-15 2019-01-01 69 143 71 71 71 76 75 75 75 76 75 75 75 75 69 69 69 75 61 57 57 57 61 58 51 51 51 58 69.0 66.0 58.0 72.0 68.0 80.0 79.0 62.0 64.0 79.0 82.0 85.0 89.0 73.0 75.0 65.0 78.0 49.0 49.0 64.0 41.0 49.0 70.0 70.0 70.0 72.0 32.0 39.0 37.0 8.0 9.0 15.0 6.0 7.0 13.8 2014.0 2019 5.0 Midfield
2449 227503 J. Larsen 19 Denmark 74 85 Borussia Dortmund 9.5 18.0 1915 Right 1.0 4.0 3.0 Medium/ Medium Normal No LM 2016-10-26 2021-01-01 72 165 75 75 75 76 76 76 76 76 74 74 74 75 70 70 70 75 68 65 65 65 68 66 63 63 63 66 69.0 74.0 61.0 74.0 63.0 75.0 69.0 41.0 54.0 75.0 81.0 85.0 76.0 75.0 73.0 77.0 67.0 72.0 73.0 63.0 68.0 58.0 74.0 68.0 44.0 66.0 55.0 55.0 43.0 14.0 6.0 11.0 11.0 11.0 18.1 2016.0 2021 5.0 Midfield
2460 201139 I. Strinić 30 Croatia 74 74 Milan 4.1 56.0 1936 Left 2.0 4.0 3.0 Medium/ Medium Lean No LB 2018-07-02 2021-01-01 73 172 66 66 66 69 67 67 67 69 68 68 68 70 70 70 70 70 75 74 74 74 75 74 74 74 74 74 76.0 48.0 60.0 70.0 50.0 70.0 62.0 55.0 66.0 74.0 68.0 68.0 69.0 70.0 71.0 68.0 69.0 73.0 75.0 60.0 72.0 76.0 66.0 58.0 61.0 68.0 76.0 76.0 74.0 10.0 8.0 14.0 13.0 10.0 6.9 2018.0 2021 3.0 Defending
2513 239053 F. Valverde 19 Uruguay 74 84 Real Madrid 8.5 46.0 1789 Right 1.0 3.0 3.0 Medium/ Medium Normal Yes CM 2016-07-22 2021-01-01 72 172 68 68 68 70 72 72 72 70 73 73 73 70 75 75 75 70 67 71 71 71 67 66 64 64 64 66 49.0 67.0 48.0 78.0 38.0 70.0 51.0 48.0 81.0 74.0 69.0 68.0 51.0 69.0 64.0 77.0 49.0 68.0 56.0 77.0 59.0 68.0 61.0 75.0 42.0 70.0 70.0 67.0 50.0 6.0 10.0 6.0 15.0 8.0 19.1 2016.0 2021 5.0 Midfield
2561 53739 L. Grant 35 England 74 74 Manchester United 1.3 39.0 1300 Right 1.0 4.0 1.0 Medium/ Medium Normal Yes GK 2018-07-03 2020-01-01 76 183 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 19.0 17.0 14.0 43.0 15.0 11.0 17.0 19.0 40.0 34.0 52.0 46.0 56.0 69.0 56.0 24.0 73.0 39.0 71.0 19.0 42.0 26.0 14.0 50.0 20.0 60.0 12.0 13.0 19.0 74.0 72.0 74.0 74.0 76.0 2.5 2018.0 2020 2.0 Goalkeeper
2589 162297 D. Padelli 32 Italy 74 74 Inter 3.2 34.0 1027 Left 2.0 2.0 1.0 Medium/ Medium Normal No GK 2017-07-02 2019-01-01 75 181 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 10.0 10.0 26.0 10.0 10.0 13.0 10.0 29.0 21.0 49.0 39.0 38.0 70.0 27.0 23.0 65.0 30.0 45.0 11.0 12.0 13.0 10.0 30.0 22.0 69.0 8.0 12.0 12.0 74.0 74.0 63.0 76.0 74.0 5.5 2017.0 2019 2.0 Goalkeeper
2769 231242 A. Ounas 21 Algeria 73 82 Napoli 6 35.0 1847 Left 1.0 4.0 3.0 Medium/ Medium Lean No RW 2017-07-04 2022-01-01 68 143 69 69 69 74 73 73 73 74 74 74 74 74 69 69 69 74 63 60 60 60 63 60 53 53 53 60 65.0 68.0 51.0 72.0 64.0 79.0 68.0 62.0 65.0 75.0 86.0 77.0 88.0 64.0 80.0 68.0 58.0 68.0 48.0 65.0 64.0 47.0 68.0 67.0 60.0 65.0 28.0 54.0 47.0 8.0 6.0 8.0 7.0 12.0 11.4 2017.0 2022 5.0 Attacking
2903 237692 P. Foden 18 England 73 88 Manchester City 8 36.0 1835 Left 1.0 3.0 3.0 Medium/ Medium Lean Yes CAM 2016-07-01 2024-01-01 67 130 67 67 67 73 72 72 72 73 74 74 74 73 72 72 72 73 66 66 66 66 66 64 58 58 58 64 64.0 61.0 47.0 76.0 43.0 73.0 68.0 53.0 70.0 76.0 78.0 71.0 86.0 68.0 86.0 70.0 50.0 70.0 45.0 61.0 62.0 58.0 68.0 74.0 44.0 73.0 56.0 58.0 47.0 8.0 15.0 6.0 10.0 13.0 19.8 2016.0 2024 8.0 Midfield
3079 219591 S. Simič 23 Czech Republic 73 81 Milan 5 44.0 1457 Right 1.0 3.0 2.0 Medium/ High Lean No CB 2013-08-28 2020-01-01 74 174 47 47 47 47 47 47 47 47 48 48 48 50 54 54 54 50 64 68 68 68 64 66 74 74 74 66 43.0 20.0 68.0 58.0 12.0 54.0 29.0 27.0 58.0 58.0 43.0 56.0 51.0 68.0 51.0 57.0 71.0 59.0 79.0 21.0 76.0 72.0 20.0 38.0 21.0 66.0 80.0 74.0 72.0 5.0 3.0 5.0 5.0 3.0 9.5 2013.0 2020 7.0 Defending
3118 208088 Sergi Samper 23 Spain 73 80 FC Barcelona 4.8 69.0 1747 Right 1.0 3.0 3.0 Medium/ Medium Lean Yes CDM 2016-07-01 2020-01-01 72 161 57 57 57 62 63 63 63 62 68 68 68 65 73 73 73 65 67 74 74 74 67 66 68 68 68 66 55.0 38.0 48.0 80.0 48.0 63.0 65.0 46.0 76.0 76.0 55.0 33.0 58.0 68.0 70.0 55.0 58.0 65.0 66.0 52.0 55.0 71.0 53.0 81.0 52.0 75.0 75.0 71.0 62.0 12.0 10.0 13.0 11.0 6.0 10.8 2016.0 2020 4.0 Midfield
3273 206098 Patric 25 Spain 72 75 Lazio 3.2 26.0 1785 Right 1.0 3.0 2.0 Medium/ High Lean No RB 2015-07-01 2019-01-01 72 159 62 62 62 64 64 64 64 64 65 65 65 65 67 67 67 65 72 71 71 71 72 72 73 73 73 72 65.0 49.0 69.0 72.0 25.0 60.0 46.0 48.0 55.0 70.0 67.0 64.0 64.0 68.0 57.0 63.0 67.0 69.0 66.0 57.0 62.0 74.0 55.0 62.0 51.0 67.0 73.0 76.0 74.0 8.0 14.0 12.0 9.0 14.0 5.7 2015.0 2019 4.0 Defending
3311 203038 Lucas Piazon 24 Brazil 72 77 Chelsea 4.2 55.0 1807 Right 1.0 4.0 3.0 Medium/ Medium Lean No RW 2012-01-20 2020-01-01 72 161 71 71 71 74 74 74 74 74 74 74 74 73 70 70 70 73 59 56 56 56 59 56 46 46 46 56 71.0 73.0 53.0 75.0 74.0 72.0 75.0 73.0 68.0 77.0 70.0 69.0 72.0 70.0 69.0 70.0 39.0 66.0 55.0 70.0 44.0 31.0 71.0 72.0 73.0 79.0 27.0 32.0 47.0 10.0 7.0 8.0 10.0 14.0 8 2012.0 2020 8.0 Attacking
3392 202811 E. Martínez 25 Argentina 72 77 Arsenal 3 40.0 1263 Right 1.0 3.0 1.0 Medium/ Medium Normal Yes GK 2010-07-01 2020-01-01 76 187 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 22.0 16.0 26.0 27.0 23.0 13.0 22.0 20.0 46.0 26.0 59.0 57.0 49.0 64.0 49.0 18.0 60.0 14.0 70.0 16.0 37.0 13.0 12.0 50.0 42.0 53.0 11.0 20.0 20.0 73.0 69.0 75.0 70.0 74.0 5.8 2010.0 2020 10.0 Goalkeeper
3418 236610 M. Kean 18 Italy 72 87 Juventus 6.5 32.0 1672 Right 1.0 3.0 3.0 High/ Medium Lean No ST 2016-08-01 2020-01-01 72 174 72 72 72 69 71 71 71 69 67 67 67 67 59 59 59 67 50 47 47 47 50 47 44 44 44 47 42.0 75.0 65.0 59.0 64.0 73.0 62.0 43.0 38.0 74.0 75.0 79.0 75.0 68.0 69.0 71.0 68.0 69.0 73.0 58.0 45.0 21.0 72.0 51.0 65.0 68.0 27.0 28.0 16.0 13.0 8.0 10.0 7.0 9.0 14.8 2016.0 2020 4.0 Attacking
3451 234574 Diogo Dalot 19 Portugal 72 84 Manchester United 4.7 26.0 1906 Right 1.0 3.0 3.0 High/ Medium Normal No RB 2018-06-09 2023-01-01 72 157 69 69 69 70 70 70 70 70 68 68 68 71 68 68 68 71 74 71 71 71 74 73 72 72 72 73 75.0 52.0 65.0 69.0 44.0 73.0 75.0 44.0 58.0 74.0 73.0 73.0 69.0 76.0 63.0 76.0 78.0 79.0 71.0 59.0 80.0 68.0 68.0 54.0 43.0 73.0 72.0 68.0 67.0 10.0 6.0 10.0 6.0 8.0 9.6 2018.0 2023 5.0 Defending
3500 219998 J. Mauri 22 Italy 72 79 Milan 4.3 43.0 1916 Right 1.0 4.0 3.0 Medium/ High Normal No CM 2015-07-06 2019-01-01 67 143 59 59 59 70 67 67 67 70 72 72 72 71 73 73 73 71 71 71 71 71 71 69 63 63 63 69 66.0 40.0 41.0 78.0 64.0 77.0 72.0 55.0 74.0 78.0 77.0 65.0 89.0 66.0 93.0 64.0 75.0 74.0 33.0 68.0 69.0 68.0 50.0 72.0 62.0 68.0 70.0 62.0 66.0 12.0 8.0 7.0 15.0 6.0 8.2 2015.0 2019 4.0 Midfield
3684 233113 Aleñá 20 Spain 72 85 FC Barcelona 6 58.0 1884 Left 1.0 3.0 3.0 High/ Medium Normal No CM 2018-07-01 2022-01-01 71 161 67 67 67 74 73 73 73 74 74 74 74 73 72 72 72 73 69 69 69 69 69 67 62 62 62 67 66.0 66.0 34.0 72.0 41.0 76.0 68.0 59.0 68.0 75.0 78.0 76.0 75.0 71.0 75.0 66.0 52.0 66.0 63.0 72.0 52.0 68.0 67.0 74.0 73.0 70.0 70.0 62.0 48.0 12.0 9.0 10.0 8.0 12.0 16.1 2018.0 2022 4.0 Midfield
3700 189342 C. Pinsoglio 28 Italy 72 72 Juventus 2.2 44.0 1092 Left 1.0 2.0 1.0 Medium/ Medium Lean No GK 2014-07-01 2020-01-01 76 187 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 11.0 13.0 24.0 8.0 18.0 11.0 18.0 28.0 22.0 43.0 41.0 36.0 62.0 40.0 18.0 71.0 34.0 60.0 6.0 32.0 18.0 11.0 35.0 22.0 64.0 20.0 12.0 13.0 74.0 70.0 58.0 74.0 76.0 3.6 2014.0 2020 6.0 Goalkeeper
3723 237221 J. Foyth 20 Argentina 72 85 Tottenham Hotspur 5.5 33.0 1750 Right 1.0 3.0 3.0 Medium/ High Lean Yes CB 2017-08-30 2022-01-01 74 152 61 61 61 61 62 62 62 61 62 62 62 62 63 63 63 62 69 69 69 69 69 70 73 73 73 70 41.0 43.0 73.0 71.0 43.0 66.0 41.0 47.0 49.0 69.0 71.0 71.0 72.0 73.0 72.0 56.0 72.0 65.0 71.0 39.0 58.0 72.0 46.0 52.0 47.0 57.0 70.0 75.0 72.0 8.0 15.0 7.0 14.0 9.0 13.6 2017.0 2022 5.0 Defending
3909 231919 A. Murgia 21 Italy 72 78 Lazio 4.2 22.0 1817 Right 1.0 3.0 3.0 Medium/ Medium Normal No CM 2013-07-01 2022-01-01 73 172 69 69 69 68 70 70 70 68 71 71 71 68 73 73 73 68 67 71 71 71 67 67 70 70 70 67 56.0 60.0 70.0 75.0 58.0 69.0 55.0 55.0 72.0 74.0 52.0 51.0 54.0 74.0 57.0 69.0 54.0 51.0 68.0 69.0 58.0 74.0 72.0 72.0 53.0 62.0 68.0 68.0 66.0 12.0 8.0 7.0 8.0 8.0 8.1 2013.0 2022 9.0 Midfield
3937 101880 R. Green 38 England 72 72 Chelsea 210 28.0 1101 Right 2.0 3.0 1.0 Medium/ Medium Normal Yes GK 2018-07-26 2019-01-01 74 203 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 19.0 12.0 15.0 26.0 12.0 14.0 16.0 13.0 14.0 15.0 46.0 32.0 47.0 70.0 40.0 22.0 68.0 26.0 59.0 11.0 26.0 20.0 13.0 58.0 21.0 49.0 14.0 12.0 11.0 73.0 70.0 60.0 72.0 74.0 389 2018.0 2019 1.0 Goalkeeper
4513 237238 S. McTominay 21 Scotland 71 81 Manchester United 3.8 43.0 1847 Right 1.0 3.0 3.0 Medium/ Medium Lean Yes CM 2013-07-01 2021-01-01 76 194 68 68 68 68 68 68 68 68 69 69 69 69 71 71 71 69 70 73 73 73 70 70 72 72 72 70 66.0 58.0 72.0 75.0 53.0 65.0 50.0 34.0 69.0 73.0 62.0 65.0 61.0 67.0 51.0 71.0 66.0 71.0 78.0 61.0 72.0 73.0 61.0 71.0 59.0 74.0 68.0 69.0 64.0 9.0 6.0 6.0 10.0 11.0 7.8 2013.0 2021 8.0 Midfield
4590 236496 M. Guendouzi 19 France 71 84 Arsenal 4 20.0 1860 Right 1.0 3.0 3.0 Medium/ High Lean No CDM 2018-07-11 2023-01-01 73 150 64 64 64 67 66 66 66 67 69 69 69 68 71 71 71 68 69 71 71 71 69 68 68 68 68 68 67.0 56.0 64.0 74.0 49.0 69.0 68.0 55.0 75.0 68.0 66.0 60.0 64.0 67.0 65.0 69.0 66.0 69.0 63.0 65.0 73.0 71.0 51.0 73.0 49.0 73.0 62.0 69.0 64.0 6.0 13.0 6.0 13.0 11.0 10 2018.0 2023 5.0 Midfield
4652 227813 O. Zinchenko 21 Ukraine 71 81 Manchester City 3.3 38.0 2021 Left 1.0 3.0 3.0 High/ Medium Lean Yes LB 2016-07-04 2021-01-01 69 141 69 69 69 74 73 73 73 74 75 75 75 75 76 76 76 75 73 73 73 73 73 72 68 68 68 72 79.0 59.0 59.0 77.0 60.0 76.0 78.0 74.0 76.0 76.0 73.0 64.0 77.0 73.0 79.0 76.0 66.0 69.0 52.0 70.0 67.0 70.0 69.0 78.0 59.0 67.0 68.0 70.0 66.0 15.0 11.0 13.0 11.0 11.0 6.8 2016.0 2021 5.0 Defending
4719 225782 A. Maitland-Niles 20 England 71 84 Arsenal 4.5 38.0 1836 Right 1.0 3.0 3.0 Medium/ Medium Lean Yes CM 2014-10-24 2019-01-01 70 157 66 66 66 72 71 71 71 72 72 72 72 72 71 71 71 72 70 69 69 69 70 68 63 63 63 68 64.0 56.0 38.0 74.0 44.0 73.0 60.0 36.0 69.0 72.0 82.0 85.0 76.0 69.0 70.0 65.0 55.0 69.0 66.0 62.0 58.0 66.0 66.0 70.0 54.0 77.0 57.0 66.0 60.0 15.0 9.0 7.0 10.0 13.0 11.4 2014.0 2019 5.0 Midfield
4763 225539 D. Solanke 20 England 70 84 Liverpool 3.9 37.0 1667 Right 1.0 3.0 3.0 High/ Medium Lean Yes ST 2017-07-10 2022-01-01 74 176 71 71 71 69 71 71 71 69 70 70 70 69 63 63 63 69 50 48 48 48 50 47 41 41 41 47 54.0 71.0 64.0 70.0 65.0 73.0 54.0 42.0 58.0 75.0 67.0 70.0 69.0 63.0 67.0 73.0 67.0 65.0 72.0 57.0 34.0 22.0 67.0 63.0 71.0 64.0 20.0 15.0 22.0 9.0 15.0 14.0 9.0 10.0 9.9 2017.0 2022 5.0 Attacking
5121 240740 C. Hudson-Odoi 17 England 70 87 Chelsea 3.5 25.0 1720 Right 1.0 3.0 4.0 High/ Medium Lean No LW 2017-07-05 2020-01-01 70 165 66 66 66 71 69 69 69 71 70 70 70 70 63 63 63 70 55 51 51 51 55 52 45 45 45 52 62.0 60.0 53.0 69.0 52.0 77.0 63.0 64.0 63.0 72.0 86.0 84.0 84.0 62.0 71.0 60.0 54.0 57.0 69.0 57.0 50.0 23.0 61.0 63.0 55.0 64.0 22.0 33.0 36.0 14.0 13.0 11.0 15.0 5.0 8.7 2017.0 2020 3.0 Attacking
5179 220534 S. Luperto 21 Italy 70 80 Napoli 2.5 19.0 1724 Left 1.0 3.0 2.0 Medium/ Medium Lean No CB 2013-08-23 2023-01-01 75 165 61 61 61 59 59 59 59 59 58 58 58 59 61 61 61 59 67 67 67 67 67 68 70 70 70 68 65.0 50.0 70.0 65.0 45.0 52.0 47.0 42.0 54.0 63.0 54.0 54.0 56.0 66.0 61.0 72.0 70.0 68.0 70.0 68.0 64.0 68.0 52.0 43.0 44.0 62.0 70.0 72.0 72.0 12.0 6.0 12.0 11.0 6.0 4.8 2013.0 2023 10.0 Defending
5390 222391 J. Minala 21 Cameroon 70 76 Lazio 2.4 17.0 1824 Right 1.0 3.0 3.0 High/ High Stocky No CM 2013-08-01 2019-01-01 72 185 66 66 66 66 68 68 68 66 69 69 69 67 70 70 70 67 67 70 70 70 67 66 67 67 67 66 49.0 60.0 60.0 73.0 52.0 69.0 55.0 52.0 68.0 72.0 69.0 54.0 61.0 66.0 61.0 68.0 73.0 76.0 68.0 65.0 75.0 69.0 63.0 65.0 43.0 65.0 66.0 62.0 60.0 9.0 15.0 9.0 9.0 8.0 4.6 2013.0 2019 6.0 Midfield
5407 241852 M. Diaby 18 France 70 85 Paris Saint-Germain 3.7 19.0 1709 Left 1.0 2.0 3.0 Medium/ Low Lean No RW 2018-07-01 2020-01-01 67 143 65 65 65 72 70 70 70 72 71 71 71 72 65 65 65 72 58 54 54 54 58 55 45 45 45 55 66.0 64.0 36.0 70.0 60.0 74.0 60.0 41.0 67.0 74.0 87.0 87.0 84.0 58.0 86.0 71.0 62.0 57.0 39.0 51.0 50.0 31.0 65.0 64.0 42.0 60.0 39.0 39.0 38.0 8.0 9.0 8.0 8.0 14.0 9.1 2018.0 2020 2.0 Attacking
5649 215810 C. Lombardi 22 Italy 69 74 Lazio 1.4 19.0 1600 Right 1.0 4.0 3.0 Medium/ Medium Normal No LW 2012-07-01 2022-01-01 71 165 67 67 67 70 69 69 69 70 68 68 68 68 59 59 59 68 51 46 46 46 51 48 42 42 42 48 68.0 62.0 54.0 65.0 52.0 73.0 44.0 34.0 50.0 74.0 77.0 76.0 78.0 58.0 66.0 69.0 60.0 38.0 62.0 66.0 38.0 27.0 67.0 58.0 52.0 59.0 28.0 25.0 23.0 6.0 14.0 14.0 10.0 12.0 2.5 2012.0 2022 10.0 Attacking
5652 233731 A. Isak 18 Sweden 69 83 Borussia Dortmund 2.2 11.0 1593 Right 1.0 3.0 3.0 Medium/ Medium Lean No ST 2017-01-23 2022-01-01 75 163 69 69 69 68 69 69 69 68 67 67 67 67 59 59 59 67 50 45 45 45 50 47 41 41 41 47 51.0 69.0 65.0 59.0 74.0 69.0 40.0 35.0 40.0 71.0 78.0 76.0 77.0 66.0 60.0 63.0 67.0 66.0 59.0 57.0 41.0 24.0 71.0 59.0 53.0 61.0 27.0 20.0 16.0 7.0 6.0 9.0 7.0 11.0 5.1 2017.0 2022 5.0 Attacking
5949 227927 K. Walker-Peters 21 England 69 80 Tottenham Hotspur 1.6 21.0 1695 Right 1.0 4.0 3.0 High/ Medium Lean Yes RB 2015-07-01 2023-01-01 69 141 56 56 56 64 60 60 60 64 62 62 62 65 63 63 63 65 69 67 67 67 69 69 68 68 68 69 69.0 35.0 62.0 66.0 25.0 69.0 50.0 31.0 60.0 68.0 77.0 72.0 69.0 60.0 81.0 31.0 74.0 66.0 59.0 41.0 70.0 64.0 60.0 48.0 32.0 66.0 70.0 70.0 69.0 9.0 8.0 7.0 11.0 12.0 3.2 2015.0 2023 8.0 Defending
5953 241496 T. Weah 18 United States 69 85 Paris Saint-Germain 2.2 16.0 1691 Right 1.0 3.0 3.0 High/ Medium Lean Yes LM 2018-07-01 2020-01-01 73 146 69 69 69 68 69 69 69 68 67 67 67 67 59 59 59 67 51 47 47 47 51 49 44 44 44 49 55.0 70.0 67.0 61.0 62.0 69.0 63.0 41.0 55.0 66.0 83.0 83.0 75.0 59.0 69.0 70.0 67.0 59.0 59.0 66.0 48.0 22.0 65.0 60.0 60.0 66.0 30.0 26.0 24.0 7.0 9.0 12.0 15.0 14.0 5.4 2018.0 2020 2.0 Midfield
6000 237156 M. Wagué 19 Senegal 69 81 FC Barcelona 1.6 20.0 1743 Right 1.0 3.0 3.0 High/ Medium Lean No RB 2018-08-05 2023-01-01 70 154 59 59 59 66 63 63 63 66 63 63 63 67 63 63 63 67 69 65 65 65 69 69 65 65 65 69 69.0 36.0 54.0 62.0 31.0 71.0 32.0 31.0 56.0 68.0 84.0 79.0 79.0 65.0 85.0 56.0 84.0 67.0 50.0 32.0 68.0 67.0 63.0 55.0 39.0 66.0 61.0 68.0 68.0 11.0 10.0 12.0 15.0 15.0 3.6 2018.0 2023 5.0 Defending
6102 242816 Riqui Puig 18 Spain 69 89 FC Barcelona 2.1 24.0 1746 Right 1.0 3.0 3.0 Medium/ Low Lean No CM 2018-07-01 2021-01-01 67 123 62 62 62 68 67 67 67 68 71 71 71 69 70 70 70 69 62 63 63 63 62 60 55 55 55 60 60.0 58.0 49.0 78.0 56.0 70.0 57.0 51.0 76.0 73.0 63.0 66.0 77.0 66.0 84.0 60.0 56.0 53.0 43.0 49.0 44.0 45.0 55.0 77.0 55.0 70.0 53.0 57.0 53.0 12.0 15.0 14.0 12.0 9.0 6.5 2018.0 2021 3.0 Midfield
6136 200841 C. Jenkinson 26 England 69 71 Arsenal 1 34.0 1840 Right 2.0 2.0 3.0 High/ High Lean Yes RB 2011-06-08 2020-01-01 73 170 63 63 63 65 64 64 64 65 64 64 64 67 66 66 66 67 70 69 69 69 70 70 70 70 70 70 71.0 41.0 62.0 66.0 60.0 67.0 60.0 52.0 64.0 68.0 58.0 73.0 60.0 69.0 66.0 72.0 63.0 64.0 69.0 41.0 71.0 66.0 67.0 62.0 49.0 62.0 69.0 73.0 72.0 12.0 15.0 15.0 11.0 12.0 2 2011.0 2020 9.0 Defending
6316 234679 P. Sandler 21 Netherlands 69 81 Manchester City 1.7 28.0 1745 Right 1.0 3.0 2.0 High/ Medium Normal No CB 2018-07-01 2022-01-01 75 181 56 56 56 59 60 60 60 59 63 63 63 61 67 67 67 61 64 69 69 69 64 65 69 69 69 65 32.0 23.0 64.0 70.0 28.0 71.0 62.0 70.0 71.0 70.0 66.0 67.0 63.0 62.0 57.0 63.0 69.0 61.0 72.0 52.0 61.0 65.0 40.0 67.0 46.0 63.0 69.0 72.0 68.0 12.0 13.0 15.0 13.0 11.0 3.4 2018.0 2022 4.0 Defending
6559 231410 Brahim Díaz 18 Spain 69 86 Manchester City 2.2 24.0 1628 Right 1.0 5.0 4.0 Medium/ Medium Normal Yes LW 2016-08-31 2019-01-01 67 150 64 64 64 70 70 70 70 70 70 70 70 69 62 62 62 69 52 48 48 48 52 47 39 39 39 47 53.0 66.0 30.0 71.0 44.0 76.0 62.0 47.0 50.0 74.0 78.0 71.0 81.0 61.0 84.0 70.0 65.0 58.0 38.0 63.0 41.0 20.0 65.0 64.0 58.0 62.0 43.0 23.0 21.0 13.0 9.0 13.0 10.0 6.0 5.4 2016.0 2019 3.0 Attacking
6690 241941 S. Nsoki 19 France 68 84 Paris Saint-Germain 1.7 10.0 1670 Left 1.0 2.0 3.0 Medium/ Medium Normal No LB 2018-07-01 2021-01-01 73 172 57 57 57 61 58 58 58 61 59 59 59 63 61 61 61 63 68 67 67 67 68 69 71 71 71 69 64.0 34.0 67.0 68.0 32.0 65.0 48.0 31.0 62.0 65.0 73.0 75.0 59.0 60.0 54.0 42.0 67.0 59.0 79.0 36.0 68.0 65.0 51.0 45.0 37.0 64.0 69.0 71.0 72.0 8.0 12.0 13.0 9.0 10.0 4.3 2018.0 2021 3.0 Defending
6724 245279 Reguilón 21 Spain 68 80 Real Madrid 1.4 28.0 1619 Left 1.0 3.0 3.0 High/ Medium Normal No LB 2017-07-01 2020-01-01 70 150 54 54 54 60 58 58 58 60 59 59 59 63 60 60 60 63 69 64 64 64 69 69 65 65 65 69 66.0 22.0 59.0 62.0 18.0 63.0 50.0 39.0 44.0 67.0 74.0 72.0 52.0 66.0 71.0 54.0 60.0 72.0 45.0 33.0 58.0 67.0 56.0 54.0 42.0 64.0 66.0 68.0 68.0 11.0 14.0 9.0 5.0 12.0 3.2 2017.0 2020 3.0 Defending
6937 242000 K. Mavropanos 20 Greece 68 83 Arsenal 1.8 21.0 1457 Right 1.0 2.0 2.0 Medium/ High Normal No CB 2018-01-04 2022-01-01 76 194 46 46 46 43 43 43 43 43 43 43 43 46 48 48 48 46 58 60 60 60 58 61 68 68 68 61 37.0 30.0 66.0 47.0 30.0 41.0 32.0 37.0 48.0 42.0 52.0 60.0 55.0 57.0 39.0 45.0 67.0 64.0 79.0 26.0 65.0 62.0 30.0 37.0 42.0 53.0 70.0 74.0 72.0 12.0 11.0 11.0 10.0 7.0 4.5 2018.0 2022 4.0 Defending
7069 222576 Pleguezuelo 21 Spain 68 77 Arsenal 1.2 21.0 1672 Right 1.0 4.0 3.0 High/ Medium Lean No CB 2014-04-11 2019-01-01 71 139 54 54 54 59 57 57 57 59 59 59 59 61 61 61 61 61 67 67 67 67 67 68 69 69 69 68 53.0 32.0 62.0 71.0 37.0 66.0 40.0 44.0 59.0 70.0 71.0 70.0 73.0 59.0 69.0 38.0 75.0 61.0 65.0 35.0 66.0 72.0 41.0 40.0 43.0 59.0 65.0 68.0 70.0 14.0 15.0 8.0 11.0 9.0 2.5 2014.0 2019 5.0 Defending
7217 241811 Sergio Gómez 17 Spain 68 87 Borussia Dortmund 1.8 8.0 1706 Left 1.0 3.0 3.0 Medium/ Medium Lean No CAM 2018-01-31 2021-01-01 67 150 62 62 62 69 67 67 67 69 68 68 68 68 63 63 63 68 56 54 54 54 56 53 46 46 46 53 65.0 64.0 43.0 75.0 64.0 74.0 74.0 60.0 67.0 71.0 74.0 68.0 82.0 52.0 84.0 66.0 52.0 51.0 36.0 62.0 39.0 28.0 54.0 60.0 60.0 58.0 58.0 37.0 38.0 11.0 7.0 9.0 11.0 10.0 4.1 2018.0 2021 3.0 Midfield
7930 219715 R. Di Gennaro 24 Italy 67 70 Inter 675 11.0 1068 Right 1.0 2.0 1.0 Medium/ Medium Lean No GK 2010-07-11 2023-01-01 74 176 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 14.0 15.0 26.0 19.0 18.0 12.0 17.0 18.0 25.0 40.0 46.0 36.0 64.0 41.0 22.0 60.0 39.0 50.0 11.0 21.0 22.0 12.0 41.0 25.0 67.0 4.0 19.0 16.0 68.0 64.0 59.0 63.0 70.0 1.2 2010.0 2023 13.0 Goalkeeper
8007 233809 A. Rossi 21 Italy 67 77 Lazio 1.3 12.0 1578 Right 1.0 2.0 3.0 High/ Low Normal No ST 2016-11-03 2021-01-01 72 172 68 68 68 64 65 65 65 64 63 63 63 63 58 58 58 63 50 48 48 48 50 48 45 45 45 48 52.0 69.0 64.0 65.0 64.0 64.0 53.0 50.0 49.0 66.0 67.0 63.0 58.0 62.0 46.0 70.0 62.0 59.0 73.0 60.0 43.0 32.0 66.0 48.0 53.0 55.0 28.0 26.0 24.0 7.0 5.0 14.0 10.0 6.0 2.4 2016.0 2021 5.0 Attacking
8191 240507 A. Gomes 17 England 67 87 Manchester United 1.5 15.0 1722 Right 1.0 4.0 4.0 Medium/ Medium Lean Yes CAM 2016-07-01 2021-01-01 63 134 62 62 62 68 66 66 66 68 68 68 68 67 64 64 64 67 55 53 53 53 55 53 45 45 45 53 61.0 61.0 51.0 67.0 57.0 68.0 65.0 68.0 65.0 68.0 75.0 69.0 83.0 62.0 90.0 61.0 55.0 57.0 32.0 64.0 42.0 37.0 58.0 68.0 66.0 69.0 36.0 38.0 35.0 14.0 15.0 14.0 6.0 14.0 4.3 2016.0 2021 5.0 Midfield
8284 239249 Oriol Busquets 19 Spain 67 82 FC Barcelona 1.5 14.0 1650 Right 1.0 3.0 3.0 Medium/ Medium Lean No CDM 2017-07-01 2021-01-01 73 170 56 56 56 59 59 59 59 59 62 62 62 62 65 65 65 62 65 67 67 67 65 65 65 65 65 65 56.0 36.0 64.0 70.0 37.0 63.0 46.0 42.0 66.0 67.0 58.0 57.0 56.0 64.0 63.0 56.0 54.0 74.0 69.0 47.0 61.0 65.0 41.0 66.0 42.0 70.0 64.0 63.0 61.0 9.0 6.0 5.0 10.0 12.0 4 2017.0 2021 4.0 Midfield
8289 239250 Abel Ruiz 18 Spain 67 83 FC Barcelona 1.6 21.0 1561 Right 1.0 3.0 3.0 Medium/ Medium Normal No ST 2017-07-01 2021-01-01 72 161 67 67 67 64 66 66 66 64 64 64 64 62 57 57 57 62 46 45 45 45 46 43 41 41 41 43 36.0 69.0 62.0 65.0 63.0 65.0 41.0 48.0 42.0 63.0 69.0 70.0 67.0 58.0 61.0 64.0 60.0 68.0 74.0 67.0 32.0 19.0 66.0 55.0 64.0 57.0 45.0 12.0 12.0 6.0 10.0 10.0 10.0 8.0 4.2 2017.0 2021 4.0 Attacking
8732 245238 Javi Sánchez 21 Spain 67 79 Real Madrid 1.2 24.0 1444 Right 1.0 3.0 2.0 Medium/ Medium Lean No CB 2016-07-01 2019-01-01 74 170 47 47 47 46 46 46 46 46 47 47 47 48 52 52 52 48 61 63 63 63 61 63 68 68 68 63 32.0 28.0 66.0 63.0 18.0 34.0 27.0 34.0 38.0 61.0 55.0 64.0 41.0 63.0 51.0 38.0 72.0 68.0 68.0 32.0 70.0 67.0 25.0 35.0 38.0 55.0 64.0 67.0 65.0 11.0 15.0 13.0 8.0 13.0 2.7 2016.0 2019 3.0 Defending
8853 224019 Pedro Chirivella 21 Spain 66 75 Liverpool 975 17.0 1726 Right 1.0 3.0 3.0 Medium/ Medium Lean No CM 2014-07-07 2020-01-01 70 146 58 58 58 62 62 62 62 62 64 64 64 64 66 66 66 64 65 67 67 67 65 65 63 63 63 65 52.0 40.0 55.0 74.0 40.0 65.0 55.0 48.0 61.0 67.0 63.0 66.0 74.0 64.0 65.0 62.0 52.0 74.0 64.0 40.0 78.0 68.0 53.0 66.0 49.0 72.0 43.0 61.0 66.0 13.0 14.0 12.0 8.0 14.0 2 2014.0 2020 6.0 Midfield
8857 240915 Miranda 18 Spain 66 81 FC Barcelona 1.2 12.0 1626 Left 1.0 3.0 2.0 Medium/ Medium Lean No LB 2018-07-01 2021-01-01 73 168 55 55 55 60 59 59 59 60 59 59 59 62 61 61 61 62 66 64 64 64 66 66 64 64 64 66 59.0 33.0 56.0 63.0 29.0 62.0 56.0 37.0 56.0 65.0 65.0 69.0 59.0 63.0 60.0 49.0 65.0 69.0 53.0 37.0 57.0 64.0 62.0 48.0 44.0 59.0 64.0 69.0 67.0 11.0 8.0 12.0 9.0 6.0 3.2 2018.0 2021 3.0 Defending
8966 245035 C. Gomes 17 France 66 84 Manchester City 1.1 10.0 1760 Right 1.0 3.0 2.0 Medium/ High Lean No CDM 2018-07-23 2023-01-01 71 154 61 61 61 62 62 62 62 62 63 63 63 62 64 64 64 62 65 66 66 66 65 66 66 66 66 66 49.0 56.0 60.0 68.0 39.0 60.0 59.0 51.0 64.0 62.0 76.0 71.0 76.0 65.0 69.0 63.0 56.0 62.0 62.0 58.0 69.0 62.0 43.0 61.0 54.0 60.0 65.0 68.0 66.0 10.0 5.0 12.0 12.0 7.0 2.8 2018.0 2023 5.0 Midfield
9141 225105 Cristo González 20 Spain 66 78 Real Madrid 1.2 26.0 1701 Right 1.0 2.0 3.0 Medium/ Medium Lean No ST 2017-07-18 2019-01-01 70 163 67 67 67 68 68 68 68 68 68 68 68 67 63 63 63 67 53 53 53 53 53 51 47 47 47 51 54.0 70.0 58.0 64.0 60.0 69.0 64.0 50.0 60.0 68.0 73.0 70.0 70.0 60.0 71.0 65.0 65.0 63.0 49.0 63.0 52.0 29.0 68.0 67.0 54.0 61.0 45.0 39.0 26.0 11.0 9.0 13.0 9.0 13.0 2.6 2017.0 2019 2.0 Attacking
9187 236378 A. Plizzari 18 Italy 66 84 Milan 1.1 4.0 1075 Right 1.0 1.0 1.0 Medium/ Medium Lean No GK 2016-07-01 2019-01-01 74 161 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 5.0 20.0 36.0 17.0 21.0 15.0 19.0 26.0 23.0 45.0 37.0 57.0 47.0 33.0 37.0 63.0 25.0 54.0 19.0 16.0 13.0 6.0 35.0 15.0 53.0 16.0 20.0 13.0 68.0 68.0 59.0 62.0 72.0 2.5 2016.0 2019 3.0 Goalkeeper
9400 244363 Daniel Fuzato 20 Brazil 66 76 Roma 800 7.0 940 Right 1.0 3.0 1.0 Medium/ Medium Normal No GK 2018-07-10 2022-01-01 75 194 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 15.0 17.0 21.0 26.0 8.0 15.0 9.0 9.0 28.0 12.0 31.0 20.0 32.0 64.0 20.0 21.0 37.0 22.0 55.0 13.0 17.0 12.0 9.0 52.0 21.0 48.0 8.0 12.0 11.0 63.0 65.0 60.0 70.0 65.0 1.5 2018.0 2022 4.0 Goalkeeper
9748 201179 A. Donnarumma 27 Italy 66 67 Milan 500 15.0 936 Right 1.0 2.0 1.0 Medium/ Medium Normal No GK 2017-07-17 2021-01-01 76 212 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 10.0 10.0 11.0 11.0 19.0 16.0 12.0 11.0 23.0 13.0 22.0 30.0 62.0 35.0 22.0 54.0 19.0 75.0 13.0 17.0 10.0 10.0 33.0 21.0 63.0 18.0 19.0 11.0 70.0 62.0 51.0 59.0 74.0 888 2017.0 2021 4.0 Goalkeeper
9803 229865 Óscar Pinchi 22 Spain 66 77 Atlético Madrid 1.1 11.0 1667 Right 1.0 3.0 3.0 Medium/ Low Normal No LM 2018-07-02 2020-01-01 68 137 64 64 64 68 67 67 67 68 67 67 67 67 63 63 63 67 57 55 55 55 57 54 49 49 49 54 67.0 66.0 44.0 65.0 55.0 69.0 61.0 44.0 63.0 70.0 69.0 69.0 73.0 62.0 80.0 65.0 55.0 48.0 51.0 70.0 39.0 44.0 61.0 59.0 47.0 63.0 50.0 39.0 34.0 5.0 12.0 6.0 12.0 13.0 2.5 2018.0 2020 2.0 Midfield
9854 228082 D. Burnić 20 Germany 66 78 Borussia Dortmund 1 8.0 1724 Left 1.0 3.0 3.0 Medium/ Medium Lean No CDM 2015-07-01 2019-01-01 71 154 58 58 58 63 62 62 62 63 64 64 64 65 66 66 66 65 66 67 67 67 66 66 64 64 64 66 57.0 41.0 49.0 72.0 47.0 66.0 46.0 39.0 65.0 72.0 69.0 68.0 75.0 66.0 74.0 56.0 70.0 67.0 63.0 37.0 60.0 62.0 47.0 62.0 55.0 54.0 64.0 63.0 61.0 10.0 11.0 10.0 9.0 11.0 1.9 2015.0 2019 4.0 Midfield
9863 238067 N. Zaniolo 18 Italy 66 84 Roma 1.3 7.0 1651 Left 1.0 3.0 3.0 High/ Medium Lean No CAM 2018-07-01 2023-01-01 75 174 63 63 63 63 66 66 66 63 66 66 66 64 66 66 66 64 58 62 62 62 58 57 58 58 58 57 39.0 57.0 59.0 67.0 39.0 64.0 54.0 51.0 64.0 69.0 64.0 62.0 46.0 63.0 62.0 59.0 46.0 68.0 61.0 61.0 60.0 54.0 66.0 69.0 49.0 58.0 56.0 54.0 40.0 8.0 11.0 11.0 13.0 5.0 3.1 2018.0 2023 5.0 Midfield
9935 235266 C. Früchtl 18 Germany 65 86 FC Bayern München 1 3.0 908 Left 1.0 2.0 1.0 Medium/ Medium Normal No GK 2017-04-20 2020-01-01 76 157 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 10.0 11.0 11.0 29.0 9.0 13.0 15.0 14.0 25.0 17.0 25.0 23.0 26.0 49.0 23.0 29.0 40.0 19.0 63.0 8.0 26.0 11.0 6.0 23.0 13.0 22.0 16.0 10.0 13.0 68.0 65.0 66.0 64.0 68.0 2.7 2017.0 2020 3.0 Goalkeeper
10083 243237 L. Pellegrini 19 Italy 65 79 Roma 1 5.0 1552 Left 1.0 3.0 2.0 Medium/ Medium Normal No LB 2017-07-01 2022-01-01 70 159 54 54 54 59 56 56 56 59 55 55 55 60 54 54 54 60 65 58 58 58 65 65 62 62 62 65 69.0 30.0 57.0 56.0 33.0 64.0 39.0 39.0 40.0 60.0 75.0 72.0 54.0 60.0 69.0 36.0 59.0 53.0 50.0 35.0 56.0 60.0 66.0 36.0 49.0 54.0 64.0 66.0 68.0 6.0 9.0 11.0 6.0 5.0 2.4 2017.0 2022 5.0 Defending
10087 233510 T. Chong 18 Netherlands 65 85 Manchester United 1.1 13.0 1733 Left 1.0 4.0 4.0 High/ High Lean Yes RW 2017-07-01 2019-01-01 72 154 64 64 64 67 65 65 65 67 66 66 66 66 61 61 61 66 58 55 55 55 58 56 53 53 53 56 66.0 61.0 50.0 62.0 59.0 68.0 67.0 60.0 58.0 61.0 78.0 77.0 76.0 53.0 56.0 60.0 64.0 63.0 66.0 62.0 65.0 42.0 66.0 65.0 44.0 60.0 43.0 46.0 42.0 13.0 7.0 14.0 8.0 11.0 3.2 2017.0 2019 2.0 Attacking
10172 232250 L. Amos 21 England 65 79 Tottenham Hotspur 1.2 13.0 1711 Left 1.0 4.0 3.0 Medium/ Medium Lean No CM 2015-07-01 2021-01-01 70 159 56 56 56 61 60 60 60 61 63 63 63 63 66 66 66 63 64 66 66 66 64 63 62 62 62 63 57.0 44.0 44.0 70.0 36.0 61.0 54.0 48.0 67.0 62.0 59.0 64.0 67.0 60.0 71.0 57.0 65.0 72.0 62.0 62.0 66.0 57.0 48.0 70.0 45.0 63.0 62.0 66.0 61.0 11.0 8.0 14.0 12.0 9.0 2.9 2015.0 2021 6.0 Midfield
10178 241467 F. Feuillassier 20 Argentina 65 80 Real Madrid 1.2 23.0 1574 Right 1.0 4.0 3.0 Medium/ Medium Normal No LW 2017-07-01 2019-01-01 68 152 65 65 65 66 66 66 66 66 64 64 64 64 57 57 57 64 50 46 46 46 50 46 40 40 40 46 64.0 72.0 49.0 62.0 55.0 70.0 44.0 45.0 45.0 65.0 68.0 68.0 67.0 53.0 78.0 72.0 47.0 62.0 61.0 71.0 45.0 22.0 58.0 56.0 50.0 54.0 35.0 23.0 20.0 7.0 13.0 9.0 13.0 5.0 3.2 2017.0 2019 2.0 Attacking
10269 246608 Fidalgo 21 Spain 65 75 Real Madrid 875 20.0 1673 Right 1.0 3.0 3.0 High/ Medium Lean No CM 2016-07-01 2019-01-01 69 150 59 59 59 65 64 64 64 65 66 66 66 66 66 66 66 66 60 61 61 61 60 58 54 54 54 58 61.0 49.0 44.0 69.0 46.0 68.0 62.0 53.0 65.0 70.0 65.0 63.0 68.0 62.0 77.0 54.0 51.0 64.0 49.0 48.0 62.0 52.0 59.0 70.0 49.0 68.0 46.0 51.0 47.0 10.0 9.0 10.0 11.0 9.0 2 2016.0 2019 3.0 Midfield
10424 216699 G. Zelalem 21 United States 65 75 Arsenal 875 15.0 1642 Right 1.0 3.0 3.0 Medium/ Medium Lean Yes CM 2014-03-18 2018-01-01 71 154 58 58 58 63 62 62 62 63 66 66 66 64 65 65 65 64 56 58 58 58 56 55 51 51 51 55 51.0 49.0 49.0 73.0 55.0 64.0 65.0 54.0 71.0 70.0 65.0 56.0 65.0 59.0 73.0 51.0 53.0 60.0 58.0 45.0 40.0 38.0 55.0 70.0 56.0 65.0 41.0 48.0 49.0 10.0 14.0 12.0 13.0 10.0 1.8 2014.0 2018 4.0 Midfield
10457 240513 E. Hamilton 19 Scotland 65 78 Manchester United 1 11.0 1734 Left 1.0 3.0 3.0 Medium/ High Normal Yes CM 2015-07-01 2020-01-01 73 165 64 64 64 63 64 64 64 63 65 65 65 63 65 65 65 63 61 64 64 64 61 61 62 62 62 61 57.0 58.0 64.0 69.0 52.0 61.0 54.0 50.0 64.0 65.0 60.0 55.0 62.0 61.0 60.0 70.0 61.0 66.0 68.0 68.0 70.0 59.0 59.0 63.0 51.0 54.0 57.0 54.0 53.0 7.0 11.0 5.0 9.0 11.0 2.5 2015.0 2020 5.0 Midfield
10461 237698 C. Gribbin 19 England 65 80 Manchester United 1.2 11.0 1669 Left 1.0 3.0 3.0 Medium/ Medium Lean Yes CAM 2015-07-27 2019-01-01 72 159 63 63 63 66 65 65 65 66 66 66 66 66 63 63 63 66 56 53 53 53 56 53 47 47 47 53 62.0 54.0 54.0 66.0 44.0 69.0 64.0 72.0 63.0 67.0 70.0 68.0 62.0 60.0 66.0 65.0 54.0 65.0 60.0 62.0 50.0 42.0 62.0 64.0 56.0 58.0 22.0 35.0 40.0 7.0 11.0 12.0 7.0 14.0 2.9 2015.0 2019 4.0 Midfield
10526 241810 Chumi 19 Spain 65 82 FC Barcelona 1 11.0 1523 Right 1.0 3.0 2.0 Medium/ Medium Lean No CB 2014-06-30 2020-01-01 73 172 50 50 50 50 50 50 50 50 51 51 51 52 55 55 55 52 60 62 62 62 60 62 65 65 65 62 38.0 30.0 60.0 62.0 33.0 50.0 34.0 36.0 51.0 60.0 57.0 61.0 49.0 60.0 61.0 47.0 74.0 62.0 67.0 36.0 55.0 62.0 34.0 41.0 50.0 62.0 70.0 65.0 63.0 7.0 14.0 9.0 11.0 14.0 2.8 2014.0 2020 6.0 Defending
10620 243627 Y. Adli 17 France 65 84 Paris Saint-Germain 1.1 7.0 1721 Right 1.0 3.0 3.0 High/ Medium Lean No CM 2018-07-01 2021-01-01 73 172 62 62 62 65 64 64 64 65 66 66 66 66 65 65 65 66 62 62 62 62 62 61 60 60 60 61 62.0 46.0 60.0 67.0 50.0 74.0 60.0 50.0 65.0 72.0 62.0 61.0 65.0 56.0 57.0 67.0 59.0 59.0 63.0 53.0 53.0 51.0 59.0 65.0 55.0 65.0 59.0 57.0 55.0 14.0 12.0 9.0 10.0 14.0 2.6 2018.0 2021 3.0 Midfield
10777 237522 Jorge Cuenca 18 Spain 65 78 FC Barcelona 850 11.0 1506 Left 1.0 3.0 2.0 Medium/ Medium Normal No CB 2017-07-01 2019-01-01 74 168 47 47 47 46 46 46 46 46 49 49 49 49 55 55 55 49 61 64 64 64 61 63 66 66 66 63 40.0 27.0 67.0 65.0 31.0 29.0 29.0 26.0 58.0 55.0 57.0 61.0 59.0 65.0 64.0 55.0 69.0 66.0 60.0 36.0 67.0 66.0 21.0 45.0 44.0 57.0 62.0 66.0 63.0 10.0 12.0 5.0 14.0 12.0 2.3 2017.0 2019 2.0 Defending
10797 215766 L. Filippini 22 Italy 65 70 Lazio 600 8.0 1588 Left 1.0 2.0 2.0 Low/ Medium Normal No LB 2017-01-30 2019-01-01 72 170 50 50 50 51 49 49 49 51 49 49 49 53 52 52 52 53 64 63 63 63 64 65 67 67 67 65 51.0 27.0 61.0 53.0 39.0 51.0 37.0 35.0 51.0 61.0 66.0 70.0 56.0 61.0 60.0 52.0 80.0 73.0 67.0 43.0 73.0 63.0 27.0 27.0 49.0 63.0 68.0 68.0 68.0 13.0 12.0 6.0 6.0 14.0 1.1 2017.0 2019 2.0 Defending
10801 235735 E. Ampadu 17 Wales 65 86 Chelsea 1.1 8.0 1514 Right 1.0 3.0 2.0 Medium/ Medium Lean Yes LDM 2017-07-01 2023-01-01 72 159 49 49 49 51 52 52 52 51 55 55 55 54 60 60 60 54 60 65 65 65 60 61 65 65 65 61 27.0 23.0 59.0 70.0 25.0 57.0 34.0 27.0 64.0 58.0 62.0 58.0 56.0 61.0 68.0 52.0 74.0 60.0 67.0 22.0 56.0 62.0 29.0 59.0 33.0 64.0 66.0 67.0 64.0 13.0 12.0 9.0 8.0 12.0 3 2017.0 2023 6.0 Midfield
11081 225557 R. Poole 20 Wales 64 75 Manchester United 675 13.0 1572 Right 1.0 3.0 2.0 Medium/ Medium Normal Yes CB 2015-09-01 2019-01-01 71 163 50 50 50 53 53 53 53 53 55 55 55 56 58 58 58 56 60 63 63 63 60 61 64 64 64 61 34.0 28.0 60.0 64.0 25.0 55.0 40.0 30.0 62.0 61.0 70.0 65.0 69.0 57.0 70.0 32.0 78.0 71.0 70.0 32.0 65.0 57.0 44.0 47.0 37.0 55.0 61.0 64.0 61.0 16.0 15.0 13.0 7.0 12.0 1.4 2015.0 2019 4.0 Defending
11083 54037 T. Berni 35 Italy 64 64 Inter 110 5.0 923 Right 1.0 2.0 1.0 Medium/ Medium Normal No GK 2017-07-05 2019-01-01 73 176 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 15.0 10.0 28.0 13.0 8.0 14.0 13.0 27.0 15.0 29.0 29.0 37.0 59.0 35.0 16.0 43.0 26.0 43.0 16.0 25.0 13.0 10.0 28.0 20.0 58.0 3.0 12.0 12.0 64.0 60.0 59.0 64.0 66.0 187 2017.0 2019 2.0 Goalkeeper
11163 245287 Sergio López 19 Spain 64 80 Real Madrid 875 9.0 1715 Right 1.0 3.0 3.0 High/ Medium Lean No RB 2018-07-01 2019-01-01 70 146 60 60 60 63 61 61 61 63 61 61 61 63 60 60 60 63 65 61 61 61 65 65 61 61 61 65 63.0 52.0 56.0 61.0 48.0 64.0 57.0 41.0 56.0 63.0 78.0 79.0 69.0 63.0 72.0 63.0 61.0 61.0 51.0 59.0 62.0 60.0 50.0 46.0 43.0 62.0 59.0 61.0 62.0 12.0 12.0 11.0 7.0 13.0 2.3 2018.0 2019 1.0 Defending
11179 234795 A. Bernede 19 France 64 75 Paris Saint-Germain 750 6.0 1625 Left 1.0 3.0 3.0 Medium/ Medium Normal No CAM 2018-07-01 2019-01-01 70 163 58 58 58 62 62 62 62 62 64 64 64 63 63 63 63 63 56 59 59 59 56 55 54 54 54 55 51.0 49.0 47.0 73.0 52.0 66.0 59.0 58.0 64.0 72.0 65.0 57.0 68.0 45.0 66.0 62.0 34.0 48.0 56.0 44.0 52.0 40.0 55.0 66.0 59.0 65.0 57.0 58.0 46.0 9.0 15.0 11.0 6.0 15.0 1.5 2018.0 2019 1.0 Midfield
11300 246599 Guillem Jaime 19 Spain 64 80 FC Barcelona 975 13.0 1694 Right 1.0 3.0 3.0 High/ Medium Normal No RW 2018-07-01 2020-01-01 70 154 61 61 61 65 64 64 64 65 64 64 64 65 63 63 63 65 63 60 60 60 63 61 57 57 57 61 63.0 54.0 49.0 62.0 57.0 71.0 59.0 46.0 57.0 68.0 69.0 68.0 68.0 64.0 75.0 64.0 52.0 62.0 51.0 53.0 49.0 57.0 57.0 59.0 49.0 66.0 52.0 55.0 56.0 9.0 11.0 12.0 10.0 6.0 2.6 2018.0 2020 2.0 Attacking
11319 243275 L. Mai 18 Germany 64 84 FC Bayern München 850 5.0 1402 Right 1.0 2.0 2.0 Medium/ Medium Normal No CB 2018-04-21 2021-01-01 75 194 45 45 45 42 42 42 42 42 42 42 42 44 47 47 47 44 56 58 58 58 56 59 65 65 65 59 34.0 25.0 64.0 45.0 35.0 39.0 34.0 32.0 41.0 40.0 54.0 54.0 43.0 63.0 39.0 48.0 69.0 64.0 79.0 22.0 57.0 65.0 28.0 41.0 41.0 49.0 65.0 65.0 64.0 11.0 14.0 7.0 14.0 6.0 2.3 2018.0 2021 3.0 Defending
11327 246606 Fran García 18 Spain 64 79 Real Madrid 825 9.0 1644 Left 1.0 3.0 2.0 High/ Medium Normal No LB 2018-07-01 2019-01-01 67 139 55 55 55 62 59 59 59 62 59 59 59 63 59 59 59 63 65 60 60 60 65 64 59 59 59 64 65.0 42.0 44.0 57.0 39.0 62.0 55.0 36.0 49.0 65.0 79.0 79.0 68.0 62.0 89.0 47.0 60.0 66.0 44.0 45.0 63.0 62.0 49.0 54.0 39.0 60.0 60.0 58.0 59.0 9.0 6.0 12.0 9.0 11.0 2.2 2018.0 2019 1.0 Defending
11347 237139 T. Oakley-Boothe 18 England 64 81 Tottenham Hotspur 925 7.0 1615 Right 1.0 3.0 3.0 Medium/ Medium Lean Yes CM 2017-07-01 2021-01-01 72 150 54 54 54 59 58 58 58 59 61 61 61 62 64 64 64 62 62 65 65 65 62 62 61 61 61 62 48.0 39.0 45.0 72.0 34.0 60.0 56.0 55.0 70.0 65.0 63.0 67.0 53.0 55.0 51.0 44.0 59.0 65.0 60.0 36.0 59.0 61.0 56.0 60.0 52.0 65.0 60.0 64.0 55.0 13.0 7.0 9.0 14.0 8.0 2.3 2017.0 2021 4.0 Midfield
11364 241497 C. Dagba 19 France 64 79 Paris Saint-Germain 875 5.0 1611 Right 1.0 2.0 3.0 Medium/ Medium Lean No RB 2018-07-01 2023-01-01 67 137 52 52 52 60 56 56 56 60 58 58 58 62 58 58 58 62 65 61 61 61 65 64 60 60 60 64 65.0 28.0 51.0 65.0 37.0 64.0 50.0 41.0 58.0 64.0 76.0 78.0 79.0 55.0 87.0 43.0 62.0 58.0 49.0 24.0 52.0 58.0 49.0 48.0 38.0 54.0 61.0 63.0 64.0 7.0 6.0 9.0 11.0 11.0 2.2 2018.0 2023 5.0 Defending
11422 237160 R. Williams 19 England 64 79 Manchester United 875 8.0 1479 Right 1.0 3.0 2.0 Medium/ Medium Normal Yes CB 2016-01-01 2019-01-01 72 165 48 48 48 49 48 48 48 49 50 50 50 50 51 51 51 50 57 59 59 59 57 59 64 64 64 59 32.0 27.0 63.0 58.0 37.0 51.0 35.0 36.0 55.0 50.0 72.0 74.0 58.0 52.0 59.0 43.0 65.0 41.0 68.0 30.0 66.0 56.0 29.0 43.0 49.0 51.0 63.0 68.0 66.0 7.0 5.0 6.0 6.0 9.0 2.2 2016.0 2019 3.0 Defending
11498 203898 K. Rimane 27 France 64 66 Paris Saint-Germain 450 12.0 1603 Right 1.0 3.0 2.0 Medium/ Medium Normal No CB 2014-07-01 2020-01-01 71 174 48 48 48 51 50 50 50 51 53 53 53 53 56 56 56 53 59 62 62 62 59 60 65 65 65 60 41.0 24.0 57.0 66.0 36.0 50.0 48.0 48.0 57.0 53.0 65.0 64.0 69.0 55.0 63.0 49.0 82.0 60.0 74.0 39.0 67.0 49.0 32.0 52.0 45.0 60.0 66.0 66.0 65.0 13.0 9.0 10.0 16.0 13.0 866 2014.0 2020 6.0 Defending
11573 239502 W. Bianda 18 France 64 81 Roma 850 4.0 1419 Left 1.0 3.0 2.0 Medium/ Medium Lean No CB 2018-07-01 2023-01-01 73 181 45 45 45 45 45 45 45 45 46 46 46 48 49 49 49 48 57 59 59 59 57 59 64 64 64 59 31.0 20.0 63.0 55.0 22.0 47.0 32.0 31.0 48.0 53.0 61.0 63.0 43.0 53.0 56.0 36.0 71.0 61.0 73.0 26.0 63.0 57.0 28.0 35.0 41.0 55.0 72.0 62.0 60.0 12.0 6.0 15.0 13.0 10.0 2 2018.0 2023 5.0 Defending
11579 240273 E. Smith Rowe 17 England 64 85 Arsenal 975 10.0 1604 Right 1.0 3.0 4.0 High/ Medium Lean No LW 2017-07-31 2019-01-01 72 141 61 61 61 66 64 64 64 66 64 64 64 65 57 57 57 65 52 47 47 47 52 49 40 40 40 49 60.0 61.0 36.0 59.0 55.0 67.0 67.0 58.0 49.0 67.0 78.0 79.0 73.0 53.0 68.0 69.0 47.0 61.0 44.0 60.0 39.0 24.0 58.0 59.0 64.0 60.0 37.0 30.0 31.0 11.0 8.0 14.0 8.0 10.0 2.8 2017.0 2019 2.0 Attacking
11585 241042 O. Skipp 17 England 64 83 Tottenham Hotspur 800 6.0 1610 Right 1.0 3.0 2.0 Medium/ High Normal No CDM 2017-09-16 2021-01-01 69 154 54 54 54 57 56 56 56 57 58 58 58 60 61 61 61 60 63 65 65 65 63 63 62 62 62 63 52.0 38.0 51.0 70.0 35.0 57.0 48.0 42.0 64.0 63.0 66.0 65.0 57.0 60.0 61.0 55.0 61.0 74.0 61.0 38.0 67.0 61.0 42.0 50.0 54.0 46.0 58.0 64.0 55.0 8.0 12.0 9.0 7.0 5.0 2 2017.0 2021 4.0 Midfield
11695 232107 E. Oelschlägel 22 Germany 64 73 Borussia Dortmund 525 6.0 1001 Right 1.0 2.0 1.0 Medium/ Medium Normal No GK 2018-07-01 2019-01-01 76 187 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 14.0 12.0 25.0 23.0 10.0 11.0 20.0 11.0 18.0 20.0 39.0 42.0 34.0 64.0 27.0 24.0 54.0 29.0 76.0 10.0 24.0 11.0 7.0 27.0 18.0 32.0 8.0 17.0 16.0 67.0 60.0 57.0 58.0 68.0 998 2018.0 2019 1.0 Goalkeeper
11765 236988 E. Nketiah 19 England 64 84 Arsenal 975 10.0 1527 Right 1.0 3.0 3.0 Medium/ Medium Lean No ST 2015-07-01 2021-01-01 69 154 65 65 65 64 65 65 65 64 63 63 63 62 55 55 55 62 44 41 41 41 44 42 36 36 36 42 33.0 66.0 51.0 54.0 56.0 65.0 43.0 38.0 46.0 62.0 87.0 82.0 76.0 66.0 72.0 60.0 73.0 54.0 56.0 59.0 43.0 16.0 65.0 52.0 57.0 60.0 14.0 19.0 15.0 12.0 10.0 11.0 9.0 5.0 2.8 2015.0 2021 6.0 Attacking
11805 243652 Borja Garcés 18 Spain 64 83 Atlético Madrid 950 5.0 1545 Right 1.0 3.0 2.0 Medium/ Medium Normal No ST 2018-07-01 2021-01-01 70 157 65 65 65 61 63 63 63 61 60 60 60 59 54 54 54 59 46 44 44 44 46 45 42 42 42 45 37.0 65.0 64.0 55.0 59.0 60.0 46.0 38.0 38.0 61.0 68.0 67.0 66.0 64.0 70.0 72.0 61.0 55.0 51.0 62.0 52.0 26.0 64.0 49.0 63.0 58.0 28.0 27.0 24.0 14.0 10.0 5.0 10.0 14.0 2.5 2018.0 2021 3.0 Attacking
11836 244938 Montero 19 Spain 64 83 Atlético Madrid 875 4.0 1444 Left 1.0 3.0 2.0 Medium/ Medium Lean No CB 2018-07-01 2019-01-01 71 165 46 46 46 48 46 46 46 48 47 47 47 50 51 51 51 50 61 60 60 60 61 62 64 64 64 62 42.0 27.0 61.0 60.0 29.0 44.0 33.0 25.0 42.0 60.0 58.0 63.0 52.0 62.0 66.0 37.0 69.0 63.0 57.0 29.0 66.0 64.0 23.0 31.0 40.0 40.0 61.0 65.0 64.0 7.0 14.0 13.0 11.0 6.0 2.3 2018.0 2019 1.0 Defending
11877 243155 Manu Hernando 19 Spain 64 76 Real Madrid 700 9.0 1568 Right 1.0 3.0 2.0 Medium/ Medium Normal No CB 2017-07-01 2021-01-01 71 170 53 53 53 54 54 54 54 54 54 54 54 56 56 56 56 56 62 62 62 62 62 63 65 65 65 63 44.0 32.0 68.0 62.0 29.0 56.0 44.0 39.0 53.0 64.0 61.0 63.0 61.0 59.0 64.0 47.0 59.0 66.0 62.0 45.0 58.0 55.0 43.0 37.0 42.0 47.0 70.0 65.0 67.0 11.0 12.0 13.0 12.0 5.0 1.6 2017.0 2021 4.0 Defending
12087 246276 Joaquín 19 Spain 63 76 Atlético Madrid 700 4.0 1461 Left 1.0 5.0 4.0 Medium/ Medium Normal No LM 2018-07-03 2021-01-01 68 150 59 59 59 63 61 61 61 63 61 61 61 63 56 56 56 63 48 43 43 43 48 45 36 36 36 45 61.0 58.0 44.0 56.0 42.0 64.0 44.0 37.0 52.0 62.0 72.0 75.0 53.0 56.0 78.0 55.0 51.0 63.0 49.0 45.0 32.0 23.0 59.0 60.0 48.0 55.0 21.0 21.0 20.0 10.0 12.0 12.0 12.0 14.0 1.9 2018.0 2021 3.0 Midfield
12290 244024 O. Batista Meier 17 Germany 63 83 FC Bayern München 725 5.0 1503 Right 1.0 3.0 3.0 Medium/ Medium Lean No LM 2018-07-01 2021-01-01 70 132 59 59 59 65 64 64 64 65 63 63 63 63 55 55 55 63 49 43 43 43 49 46 37 37 37 46 51.0 60.0 35.0 49.0 47.0 74.0 52.0 45.0 43.0 68.0 76.0 73.0 75.0 61.0 73.0 54.0 36.0 59.0 42.0 57.0 34.0 19.0 57.0 58.0 58.0 54.0 36.0 27.0 27.0 10.0 15.0 14.0 12.0 6.0 1.9 2018.0 2021 3.0 Midfield
12357 229194 A. Georgen 19 France 63 80 Paris Saint-Germain 700 5.0 1661 Right 1.0 3.0 2.0 Medium/ Medium Lean No RB 2017-07-01 2020-01-01 68 148 58 58 58 62 59 59 59 62 59 59 59 62 56 56 56 62 64 59 59 59 64 64 61 61 61 64 70.0 48.0 53.0 59.0 41.0 65.0 45.0 46.0 48.0 65.0 75.0 75.0 76.0 52.0 81.0 56.0 60.0 55.0 56.0 43.0 52.0 53.0 55.0 43.0 48.0 55.0 63.0 65.0 64.0 7.0 7.0 11.0 10.0 14.0 1.7 2017.0 2020 3.0 Defending
12486 238446 Tachi 20 Spain 63 78 Atlético Madrid 725 5.0 1378 Right 1.0 3.0 2.0 Low/ High Normal No CB 2016-07-01 2019-01-01 72 165 45 45 45 44 44 44 44 44 44 44 44 46 47 47 47 46 57 57 57 57 57 59 63 63 63 59 33.0 26.0 73.0 58.0 32.0 40.0 30.0 28.0 41.0 57.0 60.0 65.0 35.0 43.0 64.0 41.0 67.0 55.0 59.0 25.0 48.0 59.0 23.0 31.0 30.0 52.0 68.0 66.0 62.0 11.0 12.0 13.0 15.0 8.0 1.9 2016.0 2019 3.0 Defending
12497 237169 C. Bramall 22 England 63 70 Arsenal 425 12.0 1659 Left 1.0 2.0 2.0 High/ Medium Lean No LB 2017-01-09 2019-01-01 70 159 56 56 56 62 60 60 60 62 60 60 60 63 59 59 59 63 64 60 60 60 64 63 59 59 59 63 58.0 36.0 45.0 60.0 37.0 63.0 48.0 44.0 58.0 62.0 88.0 88.0 74.0 55.0 67.0 55.0 64.0 64.0 56.0 58.0 59.0 59.0 53.0 50.0 34.0 52.0 56.0 57.0 59.0 11.0 8.0 7.0 14.0 12.0 893 2017.0 2019 2.0 Defending
12502 225395 Ezkieta 21 Spain 63 75 FC Barcelona 525 10.0 1086 Right 1.0 3.0 1.0 Medium/ Medium Lean No GK 2015-07-01 2019-01-01 76 172 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 16.0 12.0 17.0 28.0 15.0 17.0 16.0 19.0 27.0 19.0 41.0 49.0 36.0 63.0 45.0 26.0 57.0 41.0 64.0 14.0 25.0 20.0 15.0 30.0 24.0 33.0 13.0 17.0 15.0 65.0 58.0 59.0 59.0 64.0 1.2 2015.0 2019 4.0 Goalkeeper
12504 243315 Dani Gómez 19 Spain 63 77 Real Madrid 800 12.0 1448 Right 1.0 3.0 2.0 Medium/ Medium Normal No ST 2017-07-01 2022-01-01 70 154 63 63 63 59 61 61 61 59 59 59 59 57 50 50 50 57 41 40 40 40 41 40 38 38 38 40 32.0 67.0 58.0 54.0 54.0 60.0 41.0 45.0 35.0 66.0 66.0 65.0 70.0 56.0 65.0 59.0 62.0 51.0 70.0 52.0 28.0 12.0 61.0 42.0 57.0 44.0 41.0 12.0 15.0 7.0 10.0 13.0 8.0 14.0 2.1 2017.0 2022 5.0 Attacking
12545 240510 J. Bohui 19 England 63 76 Manchester United 700 10.0 1556 Right 1.0 3.0 3.0 High/ High Lean Yes ST 2016-08-07 2019-01-01 69 165 63 63 63 64 64 64 64 64 63 63 63 62 54 54 54 62 46 43 43 43 46 43 39 39 39 43 45.0 62.0 51.0 58.0 48.0 62.0 48.0 42.0 35.0 65.0 75.0 78.0 71.0 59.0 73.0 59.0 66.0 62.0 64.0 59.0 66.0 21.0 64.0 57.0 64.0 57.0 20.0 16.0 16.0 9.0 7.0 10.0 13.0 11.0 1.7 2016.0 2019 3.0 Attacking
12597 243080 Carlos Isaac 20 Spain 63 76 Atlético Madrid 625 5.0 1433 Right 1.0 3.0 2.0 High/ Medium Lean No RB 2015-07-01 2020-01-01 72 163 49 49 49 53 51 51 51 53 51 51 51 55 52 52 52 55 63 59 59 59 63 64 63 63 63 64 57.0 26.0 60.0 56.0 22.0 55.0 30.0 35.0 31.0 59.0 64.0 69.0 46.0 63.0 64.0 26.0 49.0 69.0 65.0 28.0 49.0 62.0 45.0 37.0 34.0 45.0 67.0 63.0 61.0 6.0 8.0 10.0 12.0 5.0 1.7 2015.0 2020 5.0 Defending
12679 243357 F. Evina 17 Germany 63 81 FC Bayern München 725 5.0 1645 Right 1.0 3.0 3.0 Medium/ Medium Stocky No LM 2018-04-28 2021-01-01 70 161 64 64 64 64 63 63 63 64 62 62 62 64 56 56 56 64 52 48 48 48 52 50 46 46 46 50 59.0 62.0 54.0 57.0 47.0 67.0 57.0 63.0 48.0 67.0 79.0 77.0 69.0 50.0 78.0 68.0 61.0 65.0 71.0 56.0 52.0 21.0 59.0 49.0 59.0 48.0 35.0 35.0 30.0 13.0 9.0 5.0 13.0 10.0 1.6 2018.0 2021 3.0 Midfield
12782 241588 Toni Moya 20 Spain 63 79 Atlético Madrid 800 6.0 1620 Right 1.0 3.0 3.0 Medium/ Medium Normal No CM 2017-07-01 2019-01-01 71 165 60 60 60 63 64 64 64 63 65 65 65 63 63 63 63 63 57 59 59 59 57 56 56 56 56 56 44.0 58.0 45.0 66.0 38.0 64.0 44.0 47.0 60.0 67.0 66.0 65.0 64.0 64.0 66.0 52.0 65.0 51.0 53.0 53.0 58.0 52.0 59.0 67.0 51.0 58.0 58.0 48.0 47.0 9.0 13.0 9.0 6.0 11.0 2.1 2017.0 2019 2.0 Midfield
13143 238616 Pedro Neto 18 Portugal 62 79 Lazio 625 1.0 1493 Left 1.0 3.0 3.0 High/ Medium Normal No ST NaT 2019-06-30 68 139 63 63 63 64 65 65 65 64 64 64 64 61 57 57 57 61 44 42 42 42 44 41 35 35 35 41 38.0 64.0 51.0 60.0 51.0 65.0 54.0 40.0 44.0 68.0 63.0 63.0 86.0 65.0 80.0 62.0 53.0 53.0 40.0 63.0 32.0 16.0 64.0 56.0 62.0 58.0 22.0 19.0 15.0 6.0 13.0 7.0 12.0 6.0 19.8 2017.0 2019 2.0 Attacking
13174 242980 M. Shabani 19 Germany 62 75 FC Bayern München 575 5.0 1510 Right 1.0 3.0 3.0 Medium/ Medium Lean No CAM 2018-04-28 2020-01-01 73 159 56 56 56 61 60 60 60 61 63 63 63 61 60 60 60 61 50 50 50 50 50 47 43 43 43 47 53.0 50.0 46.0 69.0 47.0 66.0 48.0 46.0 68.0 67.0 66.0 62.0 67.0 43.0 63.0 57.0 48.0 49.0 56.0 56.0 43.0 25.0 46.0 65.0 52.0 67.0 34.0 36.0 35.0 5.0 8.0 11.0 8.0 15.0 1.3 2018.0 2020 2.0 Midfield
13211 245037 Eric García 17 Spain 62 82 Manchester City 550 6.0 1474 Right 1.0 3.0 2.0 Medium/ High Lean No CB 2017-07-01 2022-01-01 72 174 49 49 49 49 49 49 49 49 50 50 50 51 53 53 53 51 57 60 60 60 57 58 63 63 63 58 35.0 30.0 60.0 58.0 31.0 51.0 51.0 31.0 54.0 59.0 56.0 56.0 56.0 62.0 57.0 51.0 66.0 49.0 62.0 25.0 62.0 60.0 31.0 41.0 44.0 57.0 62.0 63.0 61.0 11.0 9.0 12.0 11.0 7.0 1.6 2017.0 2022 5.0 Defending
13212 246061 A. Solano 20 Colombia 62 72 Atlético Madrid 425 5.0 1540 Right 1.0 3.0 2.0 Medium/ Medium Lean No RB 2016-07-01 2020-01-01 69 154 51 51 51 57 54 54 54 57 55 55 55 58 56 56 56 58 63 60 60 60 63 62 60 60 60 62 61.0 28.0 52.0 57.0 26.0 60.0 41.0 34.0 52.0 62.0 67.0 66.0 64.0 62.0 73.0 49.0 62.0 63.0 52.0 35.0 56.0 60.0 47.0 46.0 40.0 55.0 57.0 61.0 61.0 8.0 6.0 13.0 9.0 10.0 956 2016.0 2020 4.0 Defending
13290 242242 S. Cibois 20 France 62 79 Paris Saint-Germain 550 5.0 964 Right 1.0 3.0 1.0 Medium/ Medium Normal No GK 2018-01-01 2021-01-01 76 181 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 8.0 10.0 28.0 9.0 11.0 14.0 10.0 23.0 25.0 36.0 30.0 32.0 55.0 54.0 19.0 59.0 28.0 65.0 10.0 20.0 15.0 10.0 30.0 15.0 48.0 8.0 11.0 10.0 62.0 63.0 60.0 60.0 63.0 1.4 2018.0 2021 3.0 Goalkeeper
13503 238460 R. Brewster 18 England 62 84 Liverpool 700 8.0 1501 Right 1.0 3.0 3.0 High/ Medium Lean Yes ST 2017-04-01 2023-01-01 69 165 62 62 62 63 62 62 62 63 61 61 61 61 53 53 53 61 43 39 39 39 43 41 35 35 35 41 50.0 66.0 55.0 50.0 51.0 60.0 41.0 50.0 48.0 59.0 78.0 76.0 76.0 60.0 77.0 54.0 68.0 57.0 55.0 55.0 40.0 12.0 64.0 54.0 55.0 58.0 14.0 17.0 17.0 7.0 12.0 10.0 8.0 5.0 2 2017.0 2023 6.0 Attacking
13687 240311 L. Zidane 20 France 62 71 Real Madrid 350 9.0 944 Right 1.0 3.0 1.0 Medium/ Medium Normal No GK 2016-07-01 2019-01-01 72 170 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 8.0 12.0 22.0 6.0 10.0 14.0 11.0 15.0 14.0 33.0 32.0 36.0 54.0 49.0 15.0 63.0 38.0 50.0 5.0 16.0 14.0 5.0 45.0 19.0 36.0 13.0 11.0 13.0 65.0 60.0 61.0 62.0 61.0 788 2016.0 2019 3.0 Goalkeeper
13778 233426 A. Georgiou 21 Cyprus 62 75 Tottenham Hotspur 575 9.0 1599 Left 1.0 2.0 3.0 Medium/ Medium Lean Yes LM 2015-07-01 2020-01-01 70 161 55 55 55 62 59 59 59 62 60 60 60 63 59 59 59 63 62 57 57 57 62 60 55 55 55 60 69.0 46.0 44.0 58.0 44.0 66.0 56.0 50.0 51.0 64.0 69.0 72.0 66.0 55.0 68.0 45.0 45.0 61.0 52.0 42.0 44.0 56.0 54.0 61.0 45.0 54.0 49.0 60.0 53.0 10.0 12.0 8.0 14.0 10.0 1.4 2015.0 2020 5.0 Midfield
13814 223963 C. Humphreys-Grant 19 England 62 77 Manchester City 600 6.0 1507 Right 1.0 2.0 2.0 Medium/ Medium Normal Yes CB 2015-08-24 2023-01-01 74 176 49 49 49 50 49 49 49 50 49 49 49 52 52 52 52 52 58 58 58 58 58 60 62 62 62 60 48.0 24.0 60.0 55.0 26.0 45.0 33.0 35.0 51.0 50.0 65.0 66.0 63.0 56.0 63.0 44.0 76.0 65.0 71.0 33.0 56.0 54.0 50.0 39.0 40.0 46.0 61.0 65.0 58.0 7.0 14.0 16.0 12.0 6.0 1.5 2015.0 2023 8.0 Defending
13896 245491 P. Beruatto 19 Italy 62 78 Juventus 575 5.0 1510 Left 1.0 3.0 2.0 Medium/ High Lean No LB 2018-07-01 2021-01-01 72 172 46 46 46 48 47 47 47 48 48 48 48 51 52 52 52 51 61 61 61 61 61 62 64 64 64 62 50.0 10.0 60.0 58.0 38.0 52.0 41.0 40.0 55.0 54.0 63.0 67.0 54.0 59.0 54.0 57.0 68.0 54.0 68.0 32.0 57.0 60.0 22.0 43.0 43.0 56.0 64.0 66.0 68.0 14.0 5.0 12.0 10.0 12.0 1.3 2018.0 2021 3.0 Defending
13961 242434 C. Jones 17 England 61 82 Liverpool 550 7.0 1639 Right 1.0 3.0 3.0 High/ Medium Lean No CM 2018-02-01 2021-01-01 72 150 60 60 60 63 62 62 62 63 64 64 64 62 61 61 61 62 56 57 57 57 56 55 53 53 53 55 54.0 56.0 50.0 64.0 53.0 65.0 54.0 47.0 61.0 65.0 64.0 63.0 73.0 58.0 71.0 60.0 57.0 53.0 51.0 55.0 65.0 44.0 55.0 64.0 50.0 62.0 47.0 49.0 47.0 6.0 13.0 7.0 11.0 7.0 1.6 2018.0 2021 3.0 Midfield
13999 237329 J. Willock 18 England 61 79 Arsenal 525 7.0 1618 Right 1.0 3.0 3.0 Medium/ Medium Lean No CM 2016-07-01 2022-01-01 72 157 55 55 55 59 59 59 59 59 61 61 61 61 61 61 61 61 59 60 60 60 59 58 56 56 56 58 44.0 36.0 41.0 64.0 42.0 62.0 51.0 46.0 62.0 62.0 68.0 74.0 70.0 54.0 72.0 58.0 55.0 63.0 62.0 46.0 55.0 56.0 58.0 64.0 47.0 60.0 54.0 55.0 51.0 11.0 6.0 12.0 8.0 9.0 1.3 2016.0 2022 6.0 Midfield
14036 240926 N. Phillips 21 England 61 74 Liverpool 425 9.0 1350 Right 1.0 3.0 2.0 Medium/ High Lean No CB 2017-08-01 2021-01-01 74 154 43 43 43 40 41 41 41 40 42 42 42 43 47 47 47 43 53 56 56 56 53 56 61 61 61 56 30.0 23.0 62.0 56.0 30.0 33.0 29.0 35.0 45.0 40.0 52.0 52.0 42.0 56.0 57.0 45.0 64.0 59.0 70.0 21.0 60.0 58.0 25.0 39.0 45.0 55.0 58.0 62.0 59.0 9.0 6.0 6.0 12.0 10.0 1.1 2017.0 2021 4.0 Defending
14197 233051 L. Bolton 18 England 61 79 Manchester City 525 7.0 1652 Right 1.0 3.0 3.0 High/ High Normal No RM 2016-10-07 2020-01-01 69 159 58 58 58 62 60 60 60 62 60 60 60 62 57 57 57 62 60 58 58 58 60 60 58 58 58 60 62.0 50.0 51.0 59.0 32.0 57.0 61.0 39.0 51.0 62.0 82.0 78.0 75.0 52.0 69.0 56.0 61.0 54.0 61.0 46.0 65.0 59.0 58.0 55.0 56.0 52.0 59.0 55.0 43.0 12.0 6.0 9.0 11.0 6.0 1.3 2016.0 2020 4.0 Midfield
14243 243308 Álex Dos Santos 19 Brazil 61 75 Atlético Madrid 450 2.0 908 Right 1.0 3.0 1.0 Medium/ Medium Normal No GK 2018-07-02 2019-01-01 73 172 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 12.0 13.0 16.0 10.0 11.0 11.0 12.0 18.0 10.0 22.0 21.0 23.0 51.0 48.0 13.0 58.0 45.0 52.0 10.0 22.0 11.0 11.0 33.0 15.0 32.0 12.0 12.0 13.0 64.0 62.0 65.0 59.0 60.0 1.2 2018.0 2019 1.0 Goalkeeper
14244 245100 M. Awoudja 20 Germany 61 72 FC Bayern München 375 6.0 1430 Right 1.0 3.0 2.0 Medium/ Medium Normal No CB 2018-08-02 2021-01-01 74 190 48 48 48 44 45 45 45 44 46 46 46 47 50 50 50 47 55 57 57 57 55 58 62 62 62 58 29.0 31.0 72.0 57.0 38.0 34.0 28.0 32.0 53.0 43.0 66.0 68.0 53.0 52.0 48.0 46.0 75.0 63.0 72.0 27.0 53.0 57.0 30.0 47.0 42.0 51.0 53.0 61.0 63.0 8.0 7.0 9.0 5.0 8.0 694 2018.0 2021 3.0 Defending
14252 243055 Rafael Camacho 18 Portugal 61 81 Liverpool 525 7.0 1561 Right 1.0 3.0 3.0 Medium/ Medium Lean No CAM 2018-07-01 2020-01-01 69 143 59 59 59 62 61 61 61 62 61 61 61 61 57 57 57 61 53 51 51 51 53 51 47 47 47 51 58.0 58.0 48.0 59.0 50.0 63.0 56.0 47.0 55.0 64.0 69.0 68.0 65.0 56.0 75.0 57.0 50.0 41.0 46.0 52.0 43.0 39.0 55.0 58.0 55.0 63.0 42.0 44.0 38.0 9.0 14.0 7.0 6.0 14.0 1.5 2018.0 2020 2.0 Midfield
14253 246127 P. Will 19 Germany 61 77 FC Bayern München 525 5.0 1627 Left 1.0 3.0 3.0 Medium/ Medium Normal No CM 2018-09-04 2021-01-01 73 170 55 55 55 57 57 57 57 57 59 59 59 59 61 61 61 59 61 63 63 63 61 61 63 63 63 61 51.0 41.0 58.0 72.0 36.0 60.0 48.0 49.0 65.0 59.0 58.0 62.0 63.0 56.0 61.0 60.0 60.0 59.0 67.0 42.0 62.0 55.0 42.0 57.0 48.0 52.0 60.0 63.0 65.0 10.0 10.0 11.0 10.0 7.0 1.2 2018.0 2021 3.0 Midfield
14286 246139 Iñaki Peña 19 Spain 61 78 FC Barcelona 450 4.0 943 Right 1.0 3.0 1.0 Medium/ Medium Lean No GK 2018-07-01 2021-01-01 72 172 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 10.0 6.0 11.0 26.0 5.0 12.0 12.0 12.0 24.0 18.0 33.0 28.0 42.0 60.0 51.0 24.0 63.0 27.0 54.0 8.0 17.0 6.0 5.0 39.0 17.0 38.0 9.0 10.0 11.0 63.0 57.0 64.0 57.0 62.0 1.2 2018.0 2021 3.0 Goalkeeper
14338 236940 Darío Poveda 21 Spain 61 71 Atlético Madrid 425 6.0 1456 Right 1.0 3.0 2.0 Medium/ Medium Lean No ST 2018-07-23 2022-01-01 73 165 61 61 61 60 62 62 62 60 60 60 60 59 54 54 54 59 43 41 41 41 43 41 36 36 36 41 45.0 65.0 62.0 57.0 53.0 61.0 40.0 51.0 45.0 60.0 61.0 57.0 58.0 59.0 60.0 57.0 65.0 55.0 45.0 60.0 35.0 14.0 61.0 57.0 55.0 54.0 19.0 22.0 23.0 12.0 10.0 6.0 15.0 11.0 956 2018.0 2022 4.0 Attacking
14358 221332 G. Guerrieri 22 Italy 61 68 Lazio 260 4.0 1045 Right 1.0 3.0 1.0 Medium/ Medium Normal No GK 2015-07-10 2021-01-01 72 172 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 13.0 19.0 27.0 13.0 16.0 18.0 16.0 19.0 20.0 41.0 49.0 35.0 61.0 48.0 23.0 54.0 22.0 67.0 14.0 18.0 23.0 16.0 28.0 23.0 51.0 22.0 15.0 14.0 62.0 59.0 58.0 59.0 61.0 494 2015.0 2021 6.0 Goalkeeper
14511 233164 A. Muric 19 Montenegro 61 78 Manchester City 450 3.0 1052 Right 1.0 2.0 1.0 Medium/ Medium Normal Yes GK 2017-07-27 2020-01-01 78 179 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 12.0 10.0 32.0 16.0 17.0 18.0 11.0 37.0 22.0 44.0 46.0 38.0 51.0 40.0 21.0 62.0 29.0 68.0 14.0 24.0 18.0 11.0 40.0 18.0 51.0 12.0 12.0 13.0 62.0 60.0 58.0 59.0 64.0 1.1 2017.0 2020 3.0 Goalkeeper
14521 236239 A. Whiteman 19 England 61 75 Tottenham Hotspur 450 3.0 941 Right 1.0 2.0 1.0 Medium/ Medium Lean Yes GK 2015-07-01 2020-01-01 73 168 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 14.0 9.0 14.0 27.0 8.0 12.0 12.0 10.0 25.0 23.0 34.0 28.0 31.0 44.0 41.0 17.0 65.0 26.0 48.0 9.0 25.0 12.0 4.0 39.0 11.0 42.0 21.0 13.0 14.0 65.0 60.0 56.0 60.0 64.0 1.1 2015.0 2020 5.0 Goalkeeper
14537 228053 S. Harrison 20 England 61 72 Tottenham Hotspur 450 10.0 1473 Left 1.0 3.0 3.0 High/ Medium Lean No ST 2015-12-24 2019-01-01 72 150 62 62 62 61 61 61 61 61 59 59 59 59 51 51 51 59 43 40 40 40 43 41 37 37 37 41 45.0 62.0 57.0 51.0 47.0 61.0 42.0 27.0 41.0 59.0 75.0 73.0 73.0 59.0 70.0 57.0 65.0 63.0 62.0 50.0 49.0 14.0 61.0 47.0 63.0 52.0 21.0 16.0 12.0 11.0 7.0 10.0 12.0 11.0 923 2015.0 2019 4.0 Attacking
14545 235736 K. Sterling 19 England 61 75 Tottenham Hotspur 550 7.0 1478 Right 1.0 2.0 3.0 Medium/ Medium Normal No ST 2017-07-01 2021-01-01 71 146 62 62 62 59 60 60 60 59 57 57 57 56 47 47 47 56 41 37 37 37 41 40 36 36 36 40 36.0 67.0 46.0 43.0 61.0 57.0 53.0 58.0 30.0 59.0 77.0 75.0 70.0 57.0 73.0 61.0 64.0 48.0 54.0 63.0 42.0 15.0 64.0 42.0 55.0 48.0 32.0 13.0 19.0 7.0 5.0 12.0 11.0 9.0 1.4 2017.0 2021 4.0 Attacking
14603 245992 B. Gilmour 17 Scotland 61 84 Chelsea 550 7.0 1613 Right 1.0 3.0 3.0 Medium/ Medium Lean No CM 2018-07-01 2021-01-01 68 150 55 55 55 61 60 60 60 61 63 63 63 62 62 62 62 62 55 55 55 55 55 53 49 49 49 53 56.0 48.0 50.0 69.0 59.0 64.0 58.0 54.0 70.0 62.0 66.0 56.0 75.0 51.0 82.0 48.0 60.0 50.0 32.0 50.0 54.0 46.0 55.0 66.0 49.0 64.0 41.0 45.0 47.0 9.0 7.0 9.0 13.0 12.0 1.6 2018.0 2021 3.0 Midfield
14646 238075 M. Taylor-Crossdale 18 England 61 79 Chelsea 525 8.0 1490 Right 1.0 3.0 3.0 High/ Medium Lean No ST 2016-12-28 2019-01-01 73 170 62 62 62 61 62 62 62 61 61 61 61 59 54 54 54 59 44 42 42 42 44 42 39 39 39 42 42.0 62.0 51.0 56.0 60.0 65.0 56.0 37.0 41.0 63.0 65.0 72.0 60.0 60.0 60.0 70.0 55.0 50.0 66.0 60.0 40.0 16.0 46.0 60.0 69.0 56.0 28.0 21.0 17.0 7.0 8.0 8.0 11.0 8.0 1.3 2016.0 2019 3.0 Attacking
14674 240906 B. Adekanye 19 Netherlands 60 80 Liverpool 450 7.0 1513 Left 1.0 2.0 3.0 Medium/ Medium Normal No RW 2017-01-01 2019-01-01 67 137 60 60 60 61 60 60 60 61 59 59 59 60 53 53 53 60 49 45 45 45 49 47 42 42 42 47 54.0 58.0 49.0 56.0 55.0 64.0 49.0 44.0 46.0 64.0 75.0 73.0 68.0 50.0 74.0 63.0 53.0 55.0 64.0 48.0 45.0 21.0 52.0 49.0 52.0 55.0 25.0 35.0 30.0 8.0 9.0 5.0 11.0 9.0 1.3 2017.0 2019 2.0 Attacking
14746 243233 D. Wanner 19 Germany 60 77 Borussia Dortmund 450 3.0 1541 Left 1.0 3.0 3.0 Medium/ Medium Lean No LM 2018-04-16 2019-01-01 70 157 57 57 57 61 59 59 59 61 59 59 59 61 54 54 54 61 54 48 48 48 54 51 45 45 45 51 64.0 59.0 43.0 61.0 61.0 66.0 58.0 44.0 42.0 68.0 68.0 67.0 69.0 42.0 67.0 56.0 59.0 62.0 52.0 46.0 43.0 33.0 46.0 48.0 54.0 45.0 36.0 39.0 40.0 5.0 13.0 10.0 7.0 13.0 1 2018.0 2019 1.0 Midfield
14772 240175 Bruno Jordão 19 Portugal 60 76 Lazio 450 1.0 1521 Right 1.0 3.0 3.0 Medium/ Medium Normal No CM NaT 2019-06-30 71 157 56 56 56 58 59 59 59 58 61 61 61 59 60 60 60 59 53 56 56 56 53 51 52 52 52 51 44.0 52.0 57.0 65.0 35.0 68.0 42.0 41.0 61.0 67.0 56.0 55.0 66.0 60.0 66.0 62.0 55.0 54.0 62.0 40.0 58.0 48.0 32.0 64.0 54.0 62.0 42.0 42.0 34.0 9.0 11.0 6.0 6.0 7.0 19.8 2017.0 2019 2.0 Midfield
15157 240334 Z. Medley 17 England 60 78 Arsenal 375 5.0 1355 Right 1.0 3.0 2.0 Medium/ High Lean No CB 2017-08-02 2019-01-01 76 165 42 42 42 40 41 41 41 40 41 41 41 42 45 45 45 42 54 55 55 55 54 56 61 61 61 56 34.0 25.0 55.0 43.0 35.0 34.0 34.0 29.0 37.0 41.0 54.0 49.0 49.0 56.0 57.0 41.0 70.0 58.0 63.0 27.0 48.0 60.0 32.0 37.0 43.0 50.0 61.0 70.0 63.0 10.0 11.0 5.0 10.0 14.0 947 2017.0 2019 2.0 Defending
15210 241632 B. Garré 17 Argentina 60 78 Manchester City 400 7.0 1518 Left 1.0 3.0 3.0 Medium/ Medium Lean No LW 2017-07-15 2020-01-01 67 139 58 58 58 61 59 59 59 61 58 58 58 60 52 52 52 60 50 44 44 44 50 47 40 40 40 47 62.0 58.0 50.0 51.0 53.0 65.0 50.0 59.0 45.0 61.0 74.0 70.0 77.0 50.0 75.0 59.0 50.0 60.0 46.0 43.0 35.0 25.0 53.0 52.0 58.0 48.0 29.0 33.0 29.0 10.0 8.0 8.0 8.0 12.0 990 2017.0 2020 3.0 Attacking
15219 245986 Cristian Rodríguez 22 Spain 60 70 Atlético Madrid 325 5.0 1579 Right 1.0 3.0 3.0 Medium/ Medium Lean No CAM 2016-08-01 2019-01-01 71 154 55 55 55 59 59 59 59 59 61 61 61 60 62 62 62 60 57 59 59 59 57 56 55 55 55 56 54.0 38.0 51.0 66.0 35.0 59.0 49.0 42.0 62.0 63.0 59.0 58.0 65.0 60.0 67.0 57.0 62.0 57.0 62.0 53.0 58.0 53.0 55.0 63.0 52.0 60.0 43.0 51.0 47.0 10.0 8.0 6.0 7.0 7.0 731 2016.0 2019 3.0 Midfield
15322 241160 G. McEachran 17 England 59 81 Chelsea 350 6.0 1516 Left 1.0 3.0 3.0 Medium/ Medium Lean No CAM 2017-08-30 2019-01-01 69 143 51 51 51 58 56 56 56 58 59 59 59 59 59 59 59 59 54 54 54 54 54 53 48 48 48 53 55.0 40.0 40.0 66.0 46.0 58.0 58.0 53.0 61.0 61.0 64.0 60.0 73.0 50.0 74.0 47.0 48.0 54.0 36.0 32.0 49.0 35.0 53.0 64.0 50.0 63.0 38.0 55.0 52.0 8.0 14.0 7.0 10.0 5.0 998 2017.0 2019 2.0 Midfield
15378 228383 K. Grabara 19 Poland 59 76 Liverpool 280 3.0 969 Right 1.0 3.0 1.0 Medium/ Medium Lean Yes GK 2017-07-01 2022-01-01 75 165 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 18.0 13.0 12.0 31.0 13.0 19.0 17.0 19.0 19.0 15.0 40.0 38.0 38.0 56.0 41.0 21.0 52.0 29.0 50.0 14.0 26.0 14.0 5.0 30.0 17.0 50.0 5.0 19.0 13.0 60.0 57.0 52.0 56.0 60.0 707 2017.0 2022 5.0 Goalkeeper
15430 243514 J. Meier 18 Germany 59 75 FC Bayern München 290 3.0 1511 Left 1.0 3.0 2.0 Medium/ Medium Lean No LB 2018-09-28 2021-01-01 70 172 51 51 51 53 51 51 51 53 50 50 50 53 50 50 50 53 59 56 56 56 59 60 60 60 60 60 53.0 49.0 51.0 45.0 38.0 54.0 43.0 39.0 41.0 43.0 65.0 58.0 62.0 62.0 59.0 38.0 60.0 63.0 63.0 37.0 62.0 56.0 48.0 44.0 33.0 42.0 59.0 65.0 66.0 6.0 10.0 10.0 15.0 14.0 660 2018.0 2021 3.0 Defending
15627 242085 M. Virtue 21 England 59 71 Liverpool 250 8.0 1623 Right 1.0 3.0 2.0 Medium/ Medium Lean No CDM 2017-03-31 2019-01-01 69 146 53 53 53 56 55 55 55 56 57 57 57 57 58 58 58 57 58 59 59 59 58 59 58 58 58 59 45.0 42.0 49.0 64.0 40.0 54.0 41.0 42.0 63.0 57.0 70.0 68.0 77.0 58.0 80.0 63.0 69.0 56.0 50.0 47.0 67.0 52.0 38.0 50.0 56.0 55.0 49.0 62.0 61.0 5.0 9.0 13.0 12.0 14.0 525 2017.0 2019 2.0 Midfield
15645 240559 Obama 18 Spain 59 79 Atlético Madrid 325 4.0 1452 Right 1.0 3.0 2.0 Medium/ Medium Normal No ST 2017-07-01 2019-01-01 67 154 60 60 60 60 60 60 60 60 58 58 58 58 50 50 50 58 44 39 39 39 44 41 36 36 36 41 52.0 64.0 51.0 55.0 53.0 62.0 43.0 42.0 38.0 58.0 66.0 59.0 62.0 59.0 79.0 60.0 56.0 51.0 51.0 58.0 34.0 15.0 56.0 46.0 65.0 49.0 41.0 11.0 16.0 10.0 13.0 7.0 11.0 8.0 991 2017.0 2019 2.0 Attacking
15718 244690 T. Matthews 17 South Africa 59 79 Borussia Dortmund 300 3.0 1458 Left 1.0 4.0 3.0 Medium/ Medium Lean No CAM 2018-09-06 2021-01-01 69 154 52 52 52 62 58 58 58 62 60 60 60 61 53 53 53 61 49 43 43 43 49 45 36 36 36 45 57.0 49.0 33.0 56.0 48.0 70.0 53.0 44.0 47.0 66.0 78.0 77.0 87.0 48.0 87.0 39.0 61.0 53.0 34.0 37.0 32.0 24.0 45.0 54.0 45.0 50.0 35.0 22.0 24.0 10.0 15.0 10.0 10.0 10.0 810 2018.0 2021 3.0 Midfield
15786 245999 Mollejo 17 Spain 59 79 Atlético Madrid 300 4.0 1480 Left 1.0 3.0 3.0 Medium/ Medium Lean No RW 2018-07-01 2020-01-01 69 141 57 57 57 61 60 60 60 61 59 59 59 60 53 53 53 60 46 42 42 42 46 44 37 37 37 44 52.0 54.0 42.0 55.0 47.0 62.0 57.0 46.0 49.0 58.0 74.0 72.0 72.0 57.0 80.0 58.0 49.0 48.0 43.0 50.0 43.0 19.0 58.0 54.0 53.0 60.0 24.0 25.0 28.0 14.0 12.0 10.0 6.0 9.0 915 2018.0 2020 2.0 Attacking
15846 241159 M. Guehi 17 England 58 78 Chelsea 230 4.0 1329 Right 1.0 2.0 2.0 Medium/ Medium Normal No CB 2017-07-13 2020-01-01 72 165 42 42 42 40 40 40 40 40 39 39 39 42 42 42 42 42 52 53 53 53 52 55 58 58 58 55 33.0 24.0 56.0 48.0 32.0 34.0 29.0 32.0 41.0 40.0 58.0 60.0 53.0 47.0 58.0 49.0 65.0 56.0 61.0 21.0 55.0 57.0 28.0 27.0 34.0 40.0 60.0 60.0 59.0 8.0 9.0 11.0 12.0 12.0 656 2017.0 2020 3.0 Defending
16133 244140 A. Bakir 17 Germany 58 76 Borussia Dortmund 250 3.0 1434 Right 1.0 3.0 3.0 Medium/ Medium Normal No RM 2018-07-01 2021-01-01 70 152 53 53 53 58 55 55 55 58 56 56 56 58 51 51 51 58 47 43 43 43 47 44 39 39 39 44 61.0 48.0 43.0 55.0 52.0 65.0 54.0 44.0 54.0 64.0 67.0 65.0 69.0 46.0 69.0 51.0 62.0 49.0 51.0 41.0 39.0 22.0 44.0 42.0 49.0 48.0 33.0 26.0 24.0 7.0 12.0 9.0 11.0 6.0 581 2018.0 2021 3.0 Midfield
16216 233442 J. Osei-Tutu 19 England 58 74 Arsenal 240 4.0 1464 Right 1.0 3.0 2.0 Medium/ Medium Lean No RB 2015-10-06 2021-01-01 70 159 50 50 50 53 51 51 51 53 50 50 50 54 49 49 49 54 58 53 53 53 58 58 56 56 56 58 49.0 37.0 44.0 46.0 29.0 50.0 43.0 34.0 30.0 52.0 74.0 78.0 55.0 58.0 65.0 33.0 62.0 65.0 63.0 35.0 58.0 56.0 49.0 44.0 42.0 48.0 52.0 54.0 56.0 10.0 13.0 7.0 11.0 10.0 606 2015.0 2021 6.0 Defending
16279 242947 R. Kehr 18 Germany 57 76 Borussia Dortmund 220 3.0 1398 Left 1.0 3.0 2.0 Medium/ Medium Lean No ST 2018-07-01 2021-01-01 74 176 57 57 57 56 56 56 56 56 53 53 53 54 47 47 47 54 43 40 40 40 43 41 39 39 39 41 39.0 59.0 54.0 51.0 45.0 59.0 58.0 34.0 33.0 58.0 69.0 68.0 62.0 47.0 54.0 53.0 63.0 55.0 66.0 45.0 34.0 20.0 48.0 39.0 58.0 46.0 24.0 28.0 20.0 9.0 13.0 13.0 13.0 7.0 512 2018.0 2021 3.0 Attacking
16403 233048 T. Dele-Bashiru 18 England 57 76 Manchester City 210 6.0 1601 Right 1.0 2.0 2.0 Medium/ Medium Normal Yes CM 2017-08-15 2019-01-01 70 150 57 57 57 58 58 58 58 58 59 59 59 58 57 57 57 58 56 57 57 57 56 56 56 56 56 56 39.0 49.0 48.0 60.0 47.0 59.0 42.0 49.0 56.0 56.0 70.0 71.0 73.0 54.0 71.0 53.0 66.0 59.0 61.0 43.0 57.0 51.0 57.0 54.0 55.0 49.0 52.0 53.0 49.0 6.0 11.0 13.0 7.0 10.0 520 2017.0 2019 2.0 Midfield
16806 238186 M. Bulka 18 Poland 56 74 Chelsea 150 2.0 885 Right 1.0 2.0 1.0 Medium/ Medium Lean No GK 2016-10-04 2019-01-01 78 198 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 8.0 10.0 28.0 5.0 7.0 13.0 14.0 27.0 13.0 28.0 25.0 42.0 49.0 28.0 22.0 43.0 20.0 70.0 7.0 25.0 11.0 8.0 38.0 18.0 42.0 12.0 10.0 14.0 57.0 54.0 56.0 52.0 59.0 371 2016.0 2019 3.0 Goalkeeper
16932 241859 R. Hoffmann 19 Germany 56 74 FC Bayern München 160 2.0 842 Right 1.0 3.0 1.0 Medium/ Medium Normal No GK 2017-12-09 2021-01-01 76 185 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 8.0 12.0 21.0 9.0 9.0 12.0 11.0 31.0 14.0 23.0 27.0 31.0 44.0 24.0 22.0 42.0 14.0 52.0 11.0 19.0 23.0 3.0 31.0 10.0 26.0 15.0 9.0 13.0 57.0 49.0 64.0 61.0 58.0 364 2017.0 2021 4.0 Goalkeeper
17451 224947 D. Grimshaw 20 England 54 68 Manchester City 120 6.0 1037 Right 1.0 2.0 1.0 Medium/ Medium Lean No GK 2016-08-31 2021-01-01 73 170 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 19.0 12.0 17.0 31.0 18.0 20.0 22.0 14.0 45.0 26.0 44.0 47.0 38.0 51.0 41.0 21.0 57.0 42.0 42.0 18.0 21.0 19.0 15.0 16.0 22.0 37.0 11.0 21.0 17.0 54.0 53.0 56.0 50.0 57.0 297 2016.0 2021 5.0 Goalkeeper

There are 548 players in top teams of europe.

In [269]:
df_nations = df_top_team_players.groupby(by='Nationality').size().reset_index()
df_nations.columns = ['Nationality','Num_Players']
df_nations = df_nations.sort_values(by=['Num_Players'],ascending=False)
df_nations
Out[269]:
Nationality Num_Players
46 Spain 88
20 England 67
27 Italy 60
21 France 48
23 Germany 45
8 Brazil 37
3 Argentina 24
6 Belgium 18
13 Croatia 14
38 Portugal 13
35 Netherlands 13
52 Uruguay 10
48 Switzerland 7
37 Poland 7
42 Serbia 6
11 Colombia 6
53 Wales 5
16 Denmark 5
40 Scotland 4
41 Senegal 4
25 Greece 4
1 Algeria 3
33 Montenegro 3
47 Sweden 3
9 Cameroon 3
49 Turkey 3
28 Ivory Coast 3
10 Chile 3
51 United States 3
7 Bosnia Herzegovina 3
15 Czech Republic 3
36 Nigeria 2
39 Romania 2
43 Slovakia 2
0 Albania 2
44 Slovenia 2
18 Ecuador 2
34 Morocco 2
26 Guinea 2
24 Ghana 2
19 Egypt 2
5 Austria 1
50 Ukraine 1
2 Angola 1
4 Armenia 1
17 Dominican Republic 1
45 South Africa 1
32 Kosovo 1
31 Korea Republic 1
30 Kenya 1
29 Japan 1
14 Cyprus 1
22 Gabon 1
12 Costa Rica 1
In [270]:
df_top_nations = df_nations[:10]
In [271]:
plt.figure(figsize=(16, 5))
plt.bar(df_top_nations['Nationality'], df_top_nations['Num_Players'],color=['red','silver','lime','blue','black','g','aqua', 'red', 'crimson', 'forestgreen'
                                                                           ],alpha=0.8)
plt.plot(df_top_nations['Nationality'], df_top_nations['Num_Players'],color='orange')
plt.title('Nations of players in European top teams',fontsize='xx-large',fontweight='heavy')
Out[271]:
Text(0.5,1,'Nations of players in European top teams')

Spain has most players in top european teams, meanwhile european countries took the top 5, and got 8 seats in the top 10.As representatives of South American football, Brazil and Argentina followed.

Spain

In [272]:
# got players groupby nations and arranged by age desc.
df_nation = df_top_team_players
def Age_desc(x):
    df_nation = x.sort_values(by = ['Age'],ascending=False)
    return df_nation
df_nation = df_nation.groupby('Nationality',as_index=False).apply(Age_desc)
df_nation 
Out[272]:
ID Name Age Nationality Overall Potential Club Value Wage Special PreferredFoot InternationalReputation WeakFoot SkillMoves WorkRate BodyType RealFace Position Joined ContractValidUntil Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Joined_Year CVU_Year Contract_Period Main Position
0 339 210864 E. Hysaj 24 Albania 81 86 Napoli 20 58.0 1935 Right 2.0 3.0 3.0 Medium/ Medium Normal No RB 2015-08-02 2021-01-01 72 154 67 67 67 72 70 70 70 72 71 71 71 75 73 73 73 75 81 79 79 79 81 81 78 78 78 81 78.0 47.0 66.0 77.0 40.0 75.0 40.0 30.0 70.0 77.0 79.0 82.0 76.0 79.0 69.0 68.0 69.0 87.0 69.0 43.0 79.0 80.0 63.0 59.0 40.0 76.0 80.0 81.0 80.0 12.0 6.0 14.0 9.0 11.0 35.5 2015.0 2021 6.0 Defending
338 212151 T. Strakosha 23 Albania 81 86 Lazio 17 36.0 1139 Right 1.0 2.0 1.0 Medium/ Medium Lean No GK 2012-08-09 2019-01-01 76 172 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 18.0 18.0 11.0 26.0 11.0 14.0 14.0 12.0 22.0 15.0 41.0 46.0 31.0 74.0 47.0 18.0 49.0 23.0 56.0 14.0 20.0 24.0 18.0 49.0 21.0 61.0 20.0 18.0 12.0 81.0 77.0 75.0 78.0 86.0 30.2 2012.0 2019 7.0 Goalkeeper
1 84 204485 R. Mahrez 27 Algeria 85 85 Manchester City 40.5 205.0 2031 Left 3.0 4.0 5.0 Medium/ Medium Lean Yes RW 2018-07-10 2023-01-01 70 148 80 80 80 87 85 85 85 87 86 86 86 86 80 80 80 86 66 62 62 62 66 60 50 50 50 60 81.0 80.0 48.0 82.0 72.0 91.0 84.0 78.0 76.0 90.0 88.0 83.0 93.0 77.0 88.0 79.0 61.0 76.0 54.0 81.0 48.0 39.0 80.0 81.0 73.0 86.0 45.0 31.0 18.0 15.0 9.0 13.0 11.0 6.0 74.9 2018.0 2023 5.0 Attacking
358 201454 F. Ghoulam 27 Algeria 81 82 Napoli 16.5 68.0 2114 Left 2.0 4.0 3.0 High/ Medium Normal No LB 2014-01-31 2022-01-01 72 176 72 72 72 76 75 75 75 76 75 75 75 78 78 78 78 78 82 79 79 79 82 81 78 78 78 81 85.0 54.0 70.0 79.0 52.0 79.0 77.0 68.0 74.0 80.0 71.0 82.0 72.0 79.0 62.0 80.0 73.0 88.0 68.0 69.0 74.0 76.0 69.0 69.0 76.0 75.0 79.0 81.0 80.0 12.0 7.0 8.0 8.0 13.0 29.3 2014.0 2022 8.0 Defending
2769 231242 A. Ounas 21 Algeria 73 82 Napoli 6 35.0 1847 Left 1.0 4.0 3.0 Medium/ Medium Lean No RW 2017-07-04 2022-01-01 68 143 69 69 69 74 73 73 73 74 74 74 74 74 69 69 69 74 63 60 60 60 63 60 53 53 53 60 65.0 68.0 51.0 72.0 64.0 79.0 68.0 62.0 65.0 75.0 86.0 77.0 88.0 64.0 80.0 68.0 58.0 68.0 48.0 65.0 64.0 47.0 68.0 67.0 60.0 65.0 28.0 54.0 47.0 8.0 6.0 8.0 7.0 12.0 11.4 2017.0 2022 5.0 Attacking
2 773 216655 Bastos 26 Angola 78 79 Lazio 10 44.0 1710 Right 2.0 3.0 2.0 Medium/ High Normal No CB 2016-08-17 2020-01-01 71 170 55 55 55 54 54 54 54 54 55 55 55 57 60 60 60 57 70 73 73 73 70 72 78 78 78 72 36.0 30.0 74.0 70.0 31.0 55.0 35.0 28.0 65.0 62.0 73.0 77.0 62.0 72.0 76.0 49.0 71.0 65.0 82.0 41.0 75.0 79.0 31.0 28.0 50.0 67.0 80.0 80.0 77.0 13.0 8.0 11.0 12.0 12.0 17.8 2016.0 2020 4.0 Defending
3 1287 139062 W. Caballero 36 Argentina 76 76 Chelsea 1 39.0 1211 Right 2.0 3.0 1.0 Medium/ Medium Normal Yes GK 2017-07-01 2019-01-01 73 179 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 11.0 22.0 33.0 13.0 12.0 23.0 11.0 48.0 30.0 43.0 46.0 39.0 73.0 55.0 23.0 70.0 37.0 69.0 14.0 30.0 19.0 7.0 47.0 16.0 57.0 14.0 11.0 12.0 75.0 72.0 71.0 77.0 76.0 1.9 2017.0 2019 2.0 Goalkeeper
313 158963 L. Biglia 32 Argentina 82 82 Milan 12.5 98.0 2104 Right 3.0 4.0 3.0 Medium/ High Normal No CDM 2017-07-17 2020-01-01 70 139 69 69 69 75 74 74 74 75 78 78 78 77 81 81 81 77 80 83 83 83 80 79 78 78 78 79 74.0 50.0 54.0 86.0 78.0 80.0 71.0 76.0 82.0 84.0 65.0 65.0 76.0 80.0 78.0 77.0 62.0 75.0 65.0 75.0 83.0 82.0 50.0 80.0 72.0 80.0 80.0 78.0 74.0 14.0 12.0 7.0 12.0 7.0 21.3 2017.0 2020 3.0 Midfield
0 158023 L. Messi 31 Argentina 94 94 FC Barcelona 110.5 565.0 2202 Left 5.0 4.0 4.0 Medium/ Medium Messi Yes RF 2004-07-01 2021-01-01 67 159 90 90 90 94 95 95 95 94 95 95 95 93 86 86 86 93 66 63 63 63 66 61 49 49 49 61 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 2004.0 2021 17.0 Attacking
526 173373 S. Romero 31 Argentina 80 80 Manchester United 9 91.0 1251 Right 3.0 3.0 1.0 Medium/ Medium Normal Yes GK 2015-07-27 2021-01-01 76 192 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 14.0 12.0 39.0 17.0 12.0 12.0 13.0 48.0 40.0 47.0 44.0 52.0 78.0 44.0 14.0 63.0 35.0 75.0 11.0 33.0 21.0 11.0 55.0 16.0 62.0 14.0 11.0 15.0 78.0 76.0 81.0 77.0 82.0 16.7 2015.0 2021 6.0 Goalkeeper
303 179847 F. Fazio 31 Argentina 82 82 Roma 15 73.0 1633 Right 3.0 2.0 2.0 Medium/ Medium Normal Yes LCB 2017-07-15 2020-01-01 77 187 59 59 59 53 56 56 56 53 55 55 55 57 64 64 64 57 72 79 79 79 72 74 84 84 84 74 44.0 41.0 89.0 64.0 35.0 48.0 46.0 37.0 62.0 72.0 36.0 43.0 29.0 84.0 32.0 63.0 41.0 74.0 91.0 26.0 84.0 85.0 32.0 47.0 26.0 86.0 85.0 85.0 78.0 8.0 9.0 12.0 11.0 14.0 25.5 2017.0 2020 3.0 Defending
23 153079 S. Agüero 30 Argentina 89 89 Manchester City 64.5 300.0 2107 Right 4.0 4.0 4.0 High/ Medium Stocky Yes ST 2011-07-28 2021-01-01 68 154 89 89 89 89 90 90 90 89 88 88 88 86 79 79 79 86 61 59 59 59 61 56 50 50 50 56 70.0 93.0 77.0 81.0 85.0 89.0 82.0 73.0 64.0 89.0 88.0 80.0 86.0 90.0 91.0 88.0 81.0 76.0 73.0 83.0 65.0 24.0 92.0 83.0 83.0 90.0 30.0 20.0 12.0 13.0 15.0 6.0 11.0 14.0 119.3 2011.0 2021 10.0 Attacking
38 167664 G. Higuaín 30 Argentina 88 88 Milan 57 245.0 1965 Right 4.0 4.0 3.0 High/ Medium Normal Yes LS NaT 2019-06-30 73 196 88 88 88 84 86 86 86 84 83 83 83 81 74 74 74 81 58 56 56 56 58 54 51 51 51 54 68.0 92.0 80.0 75.0 90.0 84.0 74.0 62.0 59.0 85.0 73.0 73.0 75.0 86.0 69.0 86.0 79.0 70.0 85.0 80.0 50.0 20.0 92.0 74.0 70.0 86.0 35.0 22.0 18.0 5.0 12.0 7.0 5.0 10.0 19.8 2017.0 2019 2.0 Attacking
89 192366 N. Otamendi 30 Argentina 85 85 Manchester City 28.5 170.0 1916 Right 3.0 3.0 2.0 High/ High Normal Yes CB 2015-08-20 2022-01-01 72 179 67 67 67 62 64 64 64 62 65 65 65 64 70 70 70 64 75 80 80 80 75 77 85 85 85 77 52.0 54.0 85.0 75.0 57.0 51.0 50.0 39.0 72.0 70.0 57.0 61.0 64.0 79.0 62.0 69.0 92.0 67.0 80.0 56.0 91.0 84.0 51.0 53.0 45.0 80.0 83.0 85.0 84.0 12.0 5.0 8.0 11.0 12.0 52.7 2015.0 2022 7.0 Defending
138 183898 A. Di María 30 Argentina 84 84 Paris Saint-Germain 29.5 125.0 2113 Left 4.0 2.0 5.0 High/ Medium Lean Yes RM 2015-08-06 2021-01-01 71 152 79 79 79 85 84 84 84 85 85 85 85 85 80 80 80 85 71 68 68 68 71 68 60 60 60 68 83.0 72.0 51.0 82.0 77.0 86.0 84.0 82.0 79.0 85.0 85.0 84.0 92.0 80.0 77.0 83.0 72.0 73.0 60.0 77.0 73.0 38.0 82.0 82.0 73.0 82.0 35.0 59.0 56.0 10.0 7.0 11.0 12.0 11.0 54.6 2015.0 2021 6.0 Midfield
282 191180 J. Pastore 29 Argentina 82 82 Roma 21.5 84.0 2050 Right 3.0 4.0 4.0 High/ Medium Lean Yes CAM 2018-07-01 2022-01-01 74 172 78 78 78 83 83 83 83 83 85 85 85 82 83 83 83 82 72 73 73 73 72 69 64 64 64 69 77.0 73.0 61.0 86.0 78.0 87.0 83.0 69.0 83.0 86.0 69.0 69.0 79.0 78.0 63.0 78.0 49.0 62.0 64.0 76.0 65.0 69.0 78.0 87.0 75.0 80.0 45.0 59.0 51.0 14.0 9.0 6.0 10.0 12.0 36.6 2018.0 2022 4.0 Midfield
384 183900 D. Perotti 29 Argentina 81 81 Roma 17.5 84.0 1959 Right 3.0 4.0 4.0 Medium/ Medium Lean No LW 2016-01-01 2021-01-01 70 154 76 76 76 83 82 82 82 83 84 84 84 83 78 78 78 83 66 63 63 63 66 61 53 53 53 61 79.0 66.0 57.0 81.0 60.0 88.0 72.0 64.0 69.0 88.0 86.0 76.0 83.0 80.0 78.0 73.0 64.0 73.0 60.0 71.0 51.0 36.0 78.0 84.0 90.0 81.0 58.0 31.0 22.0 5.0 8.0 14.0 6.0 8.0 29.8 2016.0 2021 5.0 Attacking
629 201862 M. Rojo 28 Argentina 79 79 Manchester United 10 115.0 1998 Left 3.0 2.0 3.0 Medium/ High Normal Yes CB 2014-08-20 2021-01-01 74 176 68 68 68 67 67 67 67 67 67 67 67 69 70 70 70 69 76 77 77 77 76 77 81 81 81 77 74.0 50.0 79.0 72.0 48.0 64.0 67.0 57.0 73.0 67.0 68.0 69.0 68.0 74.0 63.0 80.0 82.0 68.0 77.0 63.0 92.0 77.0 57.0 57.0 64.0 73.0 76.0 81.0 79.0 7.0 8.0 12.0 15.0 10.0 18.5 2014.0 2021 7.0 Defending
510 186547 M. Musacchio 27 Argentina 80 80 Milan 12.5 85.0 1892 Right 3.0 3.0 3.0 Medium/ Medium Normal No RCB 2017-07-01 2021-01-01 71 161 63 63 63 65 64 64 64 65 66 66 66 66 70 70 70 66 75 78 78 78 75 77 82 82 82 77 55.0 40.0 76.0 69.0 36.0 65.0 53.0 45.0 67.0 67.0 69.0 71.0 73.0 76.0 68.0 57.0 83.0 68.0 76.0 53.0 76.0 84.0 50.0 64.0 57.0 76.0 84.0 84.0 80.0 5.0 11.0 12.0 6.0 12.0 21.3 2017.0 2021 4.0 Defending
2335 205186 P. Gazzaniga 26 Argentina 74 78 Tottenham Hotspur 5 46.0 1365 Right 1.0 3.0 1.0 Medium/ Medium Lean Yes GK 2017-08-23 2022-01-01 77 198 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 21.0 12.0 14.0 32.0 8.0 20.0 33.0 21.0 49.0 20.0 63.0 65.0 64.0 59.0 49.0 49.0 66.0 45.0 67.0 19.0 32.0 16.0 13.0 52.0 41.0 55.0 23.0 20.0 11.0 76.0 73.0 84.0 72.0 76.0 9.6 2017.0 2022 5.0 Goalkeeper
395 170368 E. Lamela 26 Argentina 81 82 Tottenham Hotspur 21 105.0 2100 Left 2.0 2.0 4.0 High/ High Lean Yes RM 2013-08-30 2022-01-01 72 176 79 79 79 82 82 82 82 82 82 82 82 82 79 79 79 82 68 68 68 68 68 65 61 61 61 65 78.0 74.0 69.0 83.0 77.0 86.0 83.0 80.0 73.0 84.0 76.0 74.0 75.0 78.0 74.0 81.0 63.0 78.0 68.0 82.0 84.0 45.0 79.0 83.0 75.0 78.0 48.0 51.0 42.0 10.0 15.0 11.0 8.0 13.0 40.4 2013.0 2022 9.0 Midfield
43 201399 M. Icardi 25 Argentina 87 90 Inter 64.5 130.0 1940 Right 3.0 4.0 3.0 Medium/ Low Normal Yes ST 2013-07-09 2021-01-01 71 165 87 87 87 79 84 84 84 79 79 79 79 77 71 71 71 77 57 56 56 56 57 55 54 54 54 55 46.0 91.0 91.0 73.0 85.0 77.0 58.0 45.0 54.0 81.0 77.0 78.0 76.0 88.0 76.0 84.0 94.0 72.0 76.0 70.0 56.0 22.0 92.0 64.0 82.0 85.0 45.0 24.0 20.0 13.0 9.0 5.0 7.0 9.0 114.5 2013.0 2021 8.0 Attacking
3392 202811 E. Martínez 25 Argentina 72 77 Arsenal 3 40.0 1263 Right 1.0 3.0 1.0 Medium/ Medium Normal Yes GK 2010-07-01 2020-01-01 76 187 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 22.0 16.0 26.0 27.0 23.0 13.0 22.0 20.0 46.0 26.0 59.0 57.0 49.0 64.0 49.0 18.0 60.0 14.0 70.0 16.0 37.0 13.0 12.0 50.0 42.0 53.0 11.0 20.0 20.0 73.0 69.0 75.0 70.0 74.0 5.8 2010.0 2020 10.0 Goalkeeper
15 211110 P. Dybala 24 Argentina 89 94 Juventus 89 205.0 2092 Left 3.0 3.0 4.0 High/ Medium Normal Yes LF 2015-07-01 2022-01-01 70 165 86 86 86 90 89 89 89 90 90 90 90 89 82 82 82 89 65 61 61 61 65 59 48 48 48 59 82.0 84.0 68.0 87.0 88.0 92.0 88.0 88.0 75.0 92.0 87.0 83.0 91.0 86.0 85.0 82.0 75.0 80.0 65.0 88.0 48.0 32.0 84.0 87.0 86.0 84.0 23.0 20.0 20.0 5.0 4.0 4.0 5.0 8.0 153.5 2015.0 2022 7.0 Attacking
783 215330 J. Correa 23 Argentina 78 83 Lazio 14 42.0 1855 Right 1.0 4.0 4.0 High/ Medium Lean Yes LM 2018-08-01 2023-01-01 74 170 74 74 74 79 78 78 78 79 79 79 79 79 74 74 74 79 62 60 60 60 62 57 49 49 49 57 74.0 74.0 43.0 78.0 75.0 85.0 79.0 63.0 69.0 83.0 76.0 79.0 82.0 70.0 61.0 76.0 32.0 75.0 74.0 71.0 48.0 36.0 74.0 75.0 57.0 73.0 39.0 37.0 26.0 11.0 10.0 7.0 8.0 8.0 24.9 2018.0 2023 5.0 Midfield
335 214997 A. Correa 23 Argentina 81 87 Atlético Madrid 24.5 54.0 2047 Right 1.0 4.0 4.0 Medium/ Low Lean Yes RM 2014-12-13 2024-01-01 67 150 81 81 81 84 84 84 84 84 83 83 83 82 77 77 77 82 69 65 65 65 69 67 60 60 60 67 74.0 82.0 67.0 73.0 79.0 87.0 82.0 65.0 65.0 87.0 87.0 82.0 87.0 82.0 83.0 80.0 50.0 74.0 63.0 83.0 41.0 48.0 82.0 78.0 55.0 74.0 58.0 53.0 44.0 13.0 10.0 9.0 8.0 16.0 55.1 2014.0 2024 10.0 Midfield
561 231478 L. Martínez 20 Argentina 79 86 Inter 18 54.0 1892 Right 1.0 4.0 4.0 High/ Medium Normal No ST 2018-07-05 2023-01-01 69 174 80 80 80 76 78 78 78 76 75 75 75 74 67 67 67 74 57 55 55 55 57 55 54 54 54 55 56.0 82.0 79.0 62.0 68.0 78.0 71.0 33.0 50.0 79.0 82.0 83.0 79.0 75.0 70.0 79.0 81.0 75.0 86.0 68.0 74.0 31.0 79.0 72.0 59.0 77.0 46.0 22.0 25.0 11.0 8.0 8.0 8.0 13.0 34.2 2018.0 2023 5.0 Attacking
3723 237221 J. Foyth 20 Argentina 72 85 Tottenham Hotspur 5.5 33.0 1750 Right 1.0 3.0 3.0 Medium/ High Lean Yes CB 2017-08-30 2022-01-01 74 152 61 61 61 61 62 62 62 61 62 62 62 62 63 63 63 62 69 69 69 69 69 70 73 73 73 70 41.0 43.0 73.0 71.0 43.0 66.0 41.0 47.0 49.0 69.0 71.0 71.0 72.0 73.0 72.0 56.0 72.0 65.0 71.0 39.0 58.0 72.0 46.0 52.0 47.0 57.0 70.0 75.0 72.0 8.0 15.0 7.0 14.0 9.0 13.6 2017.0 2022 5.0 Defending
10178 241467 F. Feuillassier 20 Argentina 65 80 Real Madrid 1.2 23.0 1574 Right 1.0 4.0 3.0 Medium/ Medium Normal No LW 2017-07-01 2019-01-01 68 152 65 65 65 66 66 66 66 66 64 64 64 64 57 57 57 64 50 46 46 46 50 46 40 40 40 46 64.0 72.0 49.0 62.0 55.0 70.0 44.0 45.0 45.0 65.0 68.0 68.0 67.0 53.0 78.0 72.0 47.0 62.0 61.0 71.0 45.0 22.0 58.0 56.0 50.0 54.0 35.0 23.0 20.0 7.0 13.0 9.0 13.0 5.0 3.2 2017.0 2019 2.0 Attacking
15210 241632 B. Garré 17 Argentina 60 78 Manchester City 400 7.0 1518 Left 1.0 3.0 3.0 Medium/ Medium Lean No LW 2017-07-15 2020-01-01 67 139 58 58 58 61 59 59 59 61 58 58 58 60 52 52 52 60 50 44 44 44 50 47 40 40 40 47 62.0 58.0 50.0 51.0 53.0 65.0 50.0 59.0 45.0 61.0 74.0 70.0 77.0 50.0 75.0 59.0 50.0 60.0 46.0 43.0 35.0 25.0 53.0 52.0 58.0 48.0 29.0 33.0 29.0 10.0 8.0 8.0 8.0 12.0 990 2017.0 2020 3.0 Attacking
4 199 192883 H. Mkhitaryan 29 Armenia 83 83 Arsenal 25.5 145.0 2100 Right 3.0 5.0 4.0 Medium/ Medium Normal Yes RM 2018-01-22 2021-01-01 70 165 79 79 79 84 83 83 83 84 84 84 84 83 81 81 81 83 73 71 71 71 73 70 62 62 62 70 77.0 74.0 53.0 80.0 81.0 84.0 83.0 64.0 71.0 86.0 84.0 78.0 87.0 79.0 85.0 85.0 69.0 83.0 62.0 73.0 69.0 64.0 82.0 84.0 72.0 76.0 41.0 53.0 55.0 5.0 11.0 14.0 5.0 7.0 48.5 2018.0 2021 3.0 Midfield
5 85 197445 D. Alaba 26 Austria 85 87 FC Bayern München 38 110.0 2261 Left 4.0 4.0 3.0 High/ Medium Lean Yes LB 2010-02-10 2021-01-01 71 168 79 79 79 81 81 81 81 81 82 82 82 82 83 83 83 82 85 84 84 84 85 85 82 82 82 85 81.0 63.0 75.0 82.0 68.0 79.0 78.0 84.0 80.0 83.0 79.0 86.0 79.0 84.0 77.0 83.0 82.0 87.0 71.0 82.0 69.0 84.0 76.0 77.0 80.0 79.0 80.0 82.0 80.0 5.0 7.0 14.0 15.0 9.0 65.6 2010.0 2021 11.0 Defending
6 1354 47201 S. Proto 35 Belgium 76 76 Lazio 1.8 20.0 1277 Right 2.0 2.0 1.0 Medium/ Medium Lean No GK 2018-07-04 2021-01-01 72 163 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 14.0 14.0 33.0 17.0 11.0 11.0 17.0 37.0 32.0 48.0 46.0 58.0 70.0 61.0 37.0 75.0 27.0 61.0 15.0 28.0 23.0 18.0 58.0 25.0 58.0 20.0 11.0 17.0 75.0 73.0 73.0 78.0 77.0 3.1 2018.0 2021 3.0 Goalkeeper
1037 157304 T. Vermaelen 32 Belgium 77 77 FC Barcelona 5 110.0 1926 Left 3.0 3.0 2.0 High/ Medium Normal Yes CB 2014-08-09 2019-01-01 72 176 66 66 66 63 63 63 63 63 64 64 64 64 68 68 68 64 72 75 75 75 72 73 79 79 79 73 63.0 52.0 81.0 80.0 56.0 55.0 61.0 64.0 78.0 64.0 67.0 64.0 61.0 70.0 56.0 78.0 90.0 52.0 79.0 68.0 77.0 73.0 41.0 51.0 62.0 72.0 72.0 79.0 80.0 9.0 10.0 7.0 11.0 15.0 10.3 2014.0 2019 5.0 Defending
107 139720 V. Kompany 32 Belgium 85 85 Manchester City 22 170.0 1898 Right 4.0 3.0 2.0 Medium/ High Normal Yes CB 2008-08-22 2019-01-01 75 187 66 66 66 63 64 64 64 63 65 65 65 65 70 70 70 65 76 80 80 80 76 78 86 86 86 78 61.0 45.0 84.0 73.0 46.0 63.0 61.0 52.0 66.0 70.0 52.0 59.0 57.0 87.0 41.0 75.0 72.0 66.0 87.0 55.0 87.0 82.0 41.0 59.0 63.0 81.0 87.0 85.0 84.0 10.0 9.0 5.0 8.0 6.0 40.7 2008.0 2019 11.0 Defending
50 175943 D. Mertens 31 Belgium 87 87 Napoli 45 135.0 2043 Right 3.0 4.0 4.0 High/ Low Normal Yes RF 2013-07-01 2020-01-01 67 134 81 81 81 89 88 88 88 89 89 89 89 88 81 81 81 88 68 63 63 63 68 63 49 49 49 63 77.0 86.0 35.0 82.0 70.0 91.0 82.0 79.0 74.0 89.0 93.0 85.0 94.0 88.0 92.0 80.0 60.0 75.0 42.0 81.0 59.0 36.0 87.0 83.0 79.0 81.0 25.0 40.0 40.0 7.0 10.0 8.0 10.0 4.0 76.5 2013.0 2020 7.0 Attacking
51 172871 J. Vertonghen 31 Belgium 87 87 Tottenham Hotspur 34 155.0 2079 Left 3.0 3.0 3.0 High/ High Normal Yes LCB 2012-07-01 2019-01-01 74 190 72 72 72 71 72 72 72 71 73 73 73 73 77 77 77 73 82 84 84 84 82 83 87 87 87 83 68.0 56.0 80.0 79.0 52.0 71.0 58.0 73.0 74.0 76.0 61.0 65.0 61.0 84.0 60.0 80.0 85.0 75.0 79.0 66.0 84.0 89.0 60.0 68.0 66.0 83.0 90.0 87.0 88.0 6.0 10.0 9.0 12.0 7.0 62.9 2012.0 2019 7.0 Defending
220 162240 M. Dembélé 30 Belgium 83 83 Tottenham Hotspur 24 120.0 2177 Left 3.0 2.0 4.0 Medium/ Medium Normal Yes CM 2012-08-01 2019-01-01 73 181 79 79 79 81 82 82 82 81 83 83 83 81 84 84 84 81 80 84 84 84 80 79 82 82 82 79 65.0 66.0 70.0 86.0 73.0 89.0 65.0 55.0 80.0 89.0 72.0 72.0 79.0 83.0 76.0 81.0 75.0 70.0 89.0 70.0 79.0 82.0 70.0 80.0 63.0 90.0 75.0 82.0 70.0 16.0 14.0 11.0 16.0 14.0 44.4 2012.0 2019 7.0 Midfield
703 173426 S. Mignolet 30 Belgium 79 79 Liverpool 8 76.0 1254 Right 3.0 2.0 1.0 Medium/ Medium Normal Yes GK 2013-06-25 2021-01-01 76 192 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 11.0 16.0 37.0 16.0 14.0 16.0 12.0 34.0 26.0 50.0 52.0 34.0 74.0 52.0 45.0 69.0 31.0 72.0 16.0 34.0 21.0 14.0 43.0 41.0 61.0 7.0 14.0 16.0 80.0 74.0 64.0 76.0 82.0 15.2 2013.0 2021 8.0 Goalkeeper
700 176944 M. Fellaini 30 Belgium 79 79 Manchester United 11.5 120.0 1994 Right 3.0 3.0 3.0 Medium/ Medium Lean Yes CM 2013-09-02 2020-01-01 76 187 79 79 79 72 76 76 76 72 75 75 75 73 78 78 78 73 73 80 80 80 73 73 81 81 81 73 61.0 73.0 93.0 81.0 68.0 67.0 64.0 46.0 66.0 82.0 41.0 48.0 47.0 81.0 49.0 75.0 64.0 75.0 91.0 65.0 94.0 74.0 84.0 73.0 64.0 78.0 77.0 77.0 60.0 8.0 6.0 9.0 15.0 16.0 21.3 2013.0 2020 7.0 Midfield
101 178518 R. Nainggolan 30 Belgium 85 85 Inter 35.5 105.0 2278 Right 3.0 3.0 3.0 High/ High Stocky Yes CAM 2018-07-01 2022-01-01 69 170 81 81 81 83 84 84 84 83 84 84 84 83 86 86 86 83 86 87 87 87 86 86 84 84 84 86 73.0 75.0 59.0 84.0 75.0 80.0 73.0 68.0 81.0 85.0 78.0 73.0 76.0 87.0 82.0 84.0 76.0 93.0 77.0 86.0 88.0 86.0 86.0 76.0 63.0 84.0 83.0 86.0 90.0 11.0 11.0 14.0 8.0 11.0 60.4 2018.0 2022 4.0 Midfield
143 177413 A. Witsel 29 Belgium 84 84 Borussia Dortmund 24 77.0 2200 Right 3.0 4.0 4.0 Medium/ Medium Lean No LCM 2018-08-17 2022-01-01 74 179 80 80 80 80 81 81 81 80 82 82 82 81 84 84 84 81 83 85 85 85 83 83 84 84 84 83 69.0 71.0 80.0 89.0 77.0 78.0 69.0 68.0 79.0 84.0 67.0 74.0 78.0 84.0 60.0 78.0 76.0 86.0 82.0 74.0 82.0 80.0 75.0 79.0 81.0 89.0 80.0 79.0 85.0 5.0 7.0 7.0 10.0 7.0 40.8 2018.0 2022 4.0 Midfield
71 184087 T. Alderweireld 29 Belgium 86 87 Tottenham Hotspur 39 150.0 2047 Right 3.0 3.0 2.0 Medium/ Medium Normal Yes RCB 2015-07-08 2020-01-01 73 179 69 69 69 68 69 69 69 68 71 71 71 71 78 78 78 71 81 85 85 85 81 82 87 87 87 82 64.0 45.0 82.0 79.0 38.0 62.0 63.0 69.0 85.0 74.0 61.0 66.0 60.0 86.0 50.0 78.0 84.0 74.0 79.0 65.0 80.0 87.0 58.0 67.0 58.0 81.0 90.0 91.0 86.0 16.0 6.0 14.0 16.0 14.0 75.1 2015.0 2020 5.0 Defending
5 183277 E. Hazard 27 Belgium 91 91 Chelsea 93 340.0 2142 Right 4.0 4.0 4.0 High/ Medium Normal Yes LF 2012-07-01 2020-01-01 68 163 86 86 86 92 91 91 91 92 92 92 92 92 85 85 85 92 69 66 66 66 69 63 52 52 52 63 81.0 84.0 61.0 89.0 80.0 95.0 83.0 79.0 83.0 94.0 94.0 88.0 95.0 90.0 94.0 82.0 56.0 83.0 66.0 80.0 54.0 41.0 87.0 89.0 86.0 91.0 34.0 27.0 22.0 11.0 12.0 6.0 8.0 8.0 172.1 2012.0 2020 8.0 Attacking
4 192985 K. De Bruyne 27 Belgium 91 92 Manchester City 102 355.0 2281 Right 4.0 5.0 4.0 High/ High Normal Yes RCM 2015-08-30 2023-01-01 71 154 85 85 85 90 90 90 90 90 91 91 91 91 90 90 90 91 80 80 80 80 80 76 69 69 69 76 93.0 82.0 55.0 92.0 82.0 86.0 85.0 83.0 91.0 91.0 78.0 76.0 79.0 91.0 77.0 91.0 63.0 90.0 75.0 91.0 76.0 61.0 87.0 94.0 79.0 88.0 68.0 58.0 51.0 15.0 13.0 5.0 10.0 13.0 196.4 2015.0 2023 8.0 Midfield
260 202371 T. Meunier 26 Belgium 82 83 Paris Saint-Germain 21 87.0 2162 Right 2.0 4.0 3.0 High/ High Normal Yes RM 2016-07-03 2020-01-01 75 198 80 80 80 80 80 80 80 80 79 79 79 81 80 80 80 81 83 81 81 81 83 82 80 80 80 82 83.0 76.0 75.0 82.0 79.0 75.0 74.0 56.0 74.0 82.0 74.0 81.0 63.0 80.0 49.0 77.0 72.0 92.0 85.0 78.0 73.0 76.0 80.0 71.0 65.0 78.0 77.0 82.0 80.0 8.0 13.0 15.0 6.0 9.0 40.4 2016.0 2020 4.0 Midfield
19 192119 T. Courtois 26 Belgium 89 90 Real Madrid 53.5 240.0 1311 Left 4.0 2.0 1.0 Medium/ Medium Courtois Yes GK 2018-08-09 2024-01-01 78 212 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 14.0 14.0 13.0 33.0 12.0 13.0 19.0 20.0 35.0 23.0 46.0 52.0 61.0 84.0 45.0 36.0 68.0 38.0 70.0 17.0 23.0 15.0 13.0 44.0 27.0 66.0 20.0 18.0 16.0 85.0 91.0 72.0 86.0 88.0 113.7 2018.0 2024 6.0 Goalkeeper
47 192505 R. Lukaku 25 Belgium 87 89 Manchester United 62.5 230.0 2031 Left 3.0 3.0 3.0 Medium/ Medium Stocky Yes ST 2017-07-10 2022-01-01 75 207 87 87 87 82 84 84 84 82 81 81 81 82 75 75 75 82 63 61 61 61 63 60 57 57 57 60 78.0 87.0 86.0 77.0 79.0 80.0 74.0 66.0 73.0 72.0 77.0 90.0 60.0 86.0 46.0 88.0 71.0 84.0 94.0 74.0 75.0 27.0 89.0 76.0 78.0 83.0 30.0 30.0 30.0 8.0 15.0 14.0 7.0 10.0 120.3 2017.0 2022 5.0 Attacking
1063 213135 D. Origi 23 Belgium 77 82 Liverpool 12 83.0 1829 Right 2.0 3.0 4.0 High/ Medium Normal Yes ST 2014-07-29 2019-01-01 73 165 77 77 77 76 77 77 77 76 75 75 75 75 68 68 68 75 55 53 53 53 55 51 47 47 47 51 69.0 75.0 73.0 74.0 69.0 76.0 54.0 40.0 59.0 74.0 76.0 79.0 72.0 76.0 64.0 79.0 73.0 65.0 76.0 69.0 69.0 28.0 78.0 69.0 65.0 72.0 16.0 24.0 18.0 15.0 13.0 16.0 11.0 15.0 23.7 2014.0 2019 5.0 Attacking
1097 207537 J. Lukaku 23 Belgium 77 81 Lazio 11.5 39.0 2042 Left 2.0 4.0 4.0 High/ Medium Stocky No LM 2016-07-22 2019-01-01 70 190 72 72 72 76 74 74 74 76 75 75 75 77 74 74 74 77 79 75 75 75 79 78 75 75 75 78 79.0 54.0 62.0 74.0 57.0 80.0 53.0 46.0 66.0 80.0 89.0 93.0 78.0 78.0 79.0 76.0 74.0 76.0 84.0 66.0 74.0 77.0 61.0 68.0 53.0 76.0 66.0 74.0 72.0 8.0 7.0 14.0 15.0 9.0 20.4 2016.0 2019 3.0 Midfield
7 98 180930 E. Džeko 32 Bosnia Herzegovina 85 85 Roma 30.5 115.0 1931 Right 3.0 5.0 2.0 Medium/ Medium Lean Yes ST 2015-07-01 2020-01-01 76 185 85 85 85 80 83 83 83 80 81 81 81 79 77 77 77 79 62 64 64 64 62 59 58 58 58 59 63.0 89.0 84.0 77.0 77.0 76.0 65.0 54.0 72.0 84.0 65.0 66.0 57.0 83.0 36.0 86.0 66.0 76.0 80.0 79.0 51.0 50.0 89.0 74.0 67.0 83.0 58.0 28.0 16.0 9.0 11.0 13.0 15.0 15.0 51.9 2015.0 2020 5.0 Attacking
72 180206 M. Pjanić 28 Bosnia Herzegovina 86 86 Juventus 44 180.0 2182 Right 3.0 4.0 3.0 Medium/ Medium Normal Yes CDM 2016-07-01 2023-01-01 70 159 75 75 75 82 81 81 81 82 84 84 84 83 86 86 86 83 81 83 83 83 81 79 76 76 76 79 80.0 60.0 60.0 89.0 72.0 86.0 86.0 92.0 85.0 89.0 66.0 66.0 77.0 84.0 79.0 78.0 61.0 78.0 66.0 82.0 70.0 78.0 70.0 88.0 79.0 86.0 75.0 74.0 70.0 7.0 7.0 13.0 7.0 8.0 72.6 2016.0 2023 7.0 Midfield
606 207993 S. Kolašinac 25 Bosnia Herzegovina 79 82 Arsenal 13 89.0 1937 Left 2.0 2.0 3.0 Medium/ High Stocky Yes LB 2017-07-01 2022-01-01 72 187 72 72 72 71 72 72 72 71 70 70 70 72 71 71 71 72 78 76 76 76 78 78 80 80 80 78 77.0 59.0 74.0 76.0 48.0 73.0 43.0 25.0 53.0 74.0 68.0 75.0 49.0 77.0 55.0 82.0 76.0 79.0 90.0 58.0 93.0 73.0 66.0 60.0 44.0 72.0 73.0 81.0 80.0 15.0 9.0 16.0 7.0 9.0 25.7 2017.0 2022 5.0 Defending
8 314 146530 Dani Alves 35 Brazil 82 82 Paris Saint-Germain 4.8 62.0 2197 Right 4.0 3.0 4.0 High/ Low Normal Yes RB 2017-07-12 2019-01-01 68 150 77 77 77 82 81 81 81 82 82 82 82 82 82 82 82 82 82 81 81 81 82 82 78 78 78 82 85.0 61.0 72.0 81.0 68.0 84.0 80.0 74.0 79.0 86.0 77.0 79.0 84.0 77.0 87.0 86.0 80.0 74.0 55.0 78.0 78.0 79.0 74.0 78.0 70.0 80.0 72.0 79.0 82.0 5.0 11.0 9.0 6.0 7.0 8.9 2017.0 2019 2.0 Defending
39 164240 Thiago Silva 33 Brazil 88 88 Paris Saint-Germain 24 165.0 2077 Right 4.0 3.0 2.0 Medium/ High Normal Yes RCB 2012-07-01 2020-01-01 72 181 69 69 69 69 70 70 70 69 73 73 73 72 78 78 78 72 81 85 85 85 81 83 87 87 87 83 60.0 38.0 81.0 80.0 63.0 62.0 61.0 64.0 80.0 80.0 70.0 72.0 68.0 82.0 68.0 71.0 90.0 74.0 82.0 68.0 76.0 89.0 59.0 72.0 60.0 81.0 88.0 89.0 85.0 9.0 12.0 5.0 9.0 10.0 44.4 2012.0 2020 8.0 Defending
75 135507 Fernandinho 33 Brazil 86 86 Manchester City 18 185.0 2183 Right 3.0 4.0 3.0 Medium/ High Lean Yes CDM 2013-07-01 2020-01-01 70 148 77 77 77 78 79 79 79 78 80 80 80 79 83 83 83 79 82 86 86 86 82 82 84 84 84 82 68.0 69.0 63.0 85.0 74.0 77.0 70.0 72.0 81.0 82.0 68.0 67.0 72.0 86.0 78.0 83.0 76.0 79.0 76.0 78.0 87.0 88.0 70.0 75.0 61.0 79.0 85.0 85.0 80.0 12.0 11.0 5.0 13.0 7.0 33.3 2013.0 2020 7.0 Midfield
104 168609 Miranda 33 Brazil 85 85 Inter 15.5 96.0 1879 Right 3.0 3.0 2.0 Medium/ High Lean Yes CB 2017-07-01 2020-01-01 73 172 65 65 65 64 65 65 65 64 65 65 65 66 70 70 70 66 77 81 81 81 77 79 86 86 86 79 48.0 43.0 80.0 70.0 51.0 67.0 32.0 39.0 69.0 73.0 66.0 69.0 61.0 81.0 57.0 70.0 82.0 65.0 79.0 41.0 83.0 85.0 43.0 58.0 49.0 81.0 90.0 90.0 85.0 12.0 6.0 10.0 13.0 12.0 26.4 2017.0 2020 3.0 Defending
1435 168607 Rafinha 32 Brazil 76 76 FC Bayern München 4.3 53.0 1941 Right 2.0 3.0 3.0 Medium/ Medium Normal No RB 2011-07-01 2019-01-01 68 150 61 61 61 71 68 68 68 71 70 70 70 72 72 72 72 72 78 76 76 76 78 76 72 72 72 76 78.0 37.0 43.0 78.0 50.0 76.0 77.0 58.0 64.0 78.0 76.0 68.0 79.0 77.0 79.0 58.0 53.0 71.0 53.0 44.0 84.0 76.0 61.0 63.0 63.0 77.0 73.0 77.0 82.0 15.0 7.0 16.0 12.0 15.0 7 2011.0 2019 8.0 Defending
106 164169 Filipe Luís 32 Brazil 85 85 Atlético Madrid 21.5 81.0 2145 Left 3.0 3.0 3.0 High/ Medium Lean Yes LB 2015-07-28 2019-01-01 72 163 75 75 75 78 77 77 77 78 78 78 78 80 81 81 81 80 86 84 84 84 86 85 83 83 83 85 86.0 59.0 72.0 80.0 56.0 77.0 74.0 75.0 77.0 83.0 76.0 75.0 75.0 85.0 62.0 71.0 71.0 89.0 74.0 60.0 81.0 84.0 71.0 70.0 65.0 88.0 78.0 84.0 86.0 11.0 15.0 9.0 9.0 5.0 44.1 2015.0 2019 4.0 Defending
217 176266 Lucas Leiva 31 Brazil 83 83 Lazio 17.5 64.0 2095 Right 3.0 3.0 3.0 Medium/ High Normal Yes LDM 2017-07-18 2020-01-01 70 172 74 74 74 75 76 76 76 75 78 78 78 77 81 81 81 77 80 84 84 84 80 80 82 82 82 80 63.0 62.0 72.0 82.0 59.0 77.0 74.0 47.0 81.0 78.0 67.0 67.0 78.0 82.0 80.0 77.0 82.0 80.0 67.0 66.0 80.0 87.0 66.0 81.0 61.0 86.0 82.0 82.0 78.0 10.0 8.0 8.0 5.0 6.0 29.8 2017.0 2020 3.0 Midfield
209 179944 David Luiz 31 Brazil 83 83 Chelsea 17.5 130.0 2074 Right 4.0 3.0 3.0 Medium/ Medium Normal Yes LCB 2016-08-31 2019-01-01 74 190 71 71 71 70 70 70 70 70 72 72 72 71 76 76 76 71 77 81 81 81 77 78 83 83 83 78 68.0 55.0 81.0 77.0 63.0 66.0 70.0 76.0 77.0 79.0 59.0 62.0 69.0 75.0 56.0 79.0 78.0 66.0 79.0 73.0 85.0 85.0 54.0 69.0 75.0 77.0 79.0 83.0 82.0 11.0 12.0 10.0 7.0 14.0 32.4 2016.0 2019 3.0 Defending
35 176676 Marcelo 30 Brazil 88 88 Real Madrid 43 285.0 2279 Left 4.0 4.0 5.0 High/ Low Normal Yes LB 2007-01-01 2022-01-01 69 176 83 83 83 87 86 86 86 87 87 87 87 88 87 87 87 88 88 86 86 86 88 87 84 84 84 87 90.0 70.0 75.0 84.0 54.0 90.0 85.0 67.0 76.0 92.0 83.0 82.0 86.0 88.0 86.0 83.0 76.0 91.0 78.0 70.0 84.0 85.0 85.0 82.0 59.0 86.0 71.0 85.0 86.0 12.0 5.0 5.0 5.0 9.0 88.2 2007.0 2022 15.0 Defending
140 180403 Willian 29 Brazil 84 84 Chelsea 30.5 175.0 2052 Right 3.0 4.0 4.0 High/ High Lean Yes RW 2013-08-28 2020-01-01 69 172 77 77 77 85 84 84 84 85 85 85 85 85 82 82 82 85 74 70 70 70 74 69 57 57 57 69 76.0 77.0 31.0 80.0 59.0 88.0 82.0 83.0 77.0 84.0 91.0 86.0 89.0 82.0 79.0 79.0 41.0 85.0 60.0 81.0 44.0 55.0 80.0 83.0 70.0 79.0 43.0 57.0 51.0 14.0 12.0 13.0 7.0 13.0 56.4 2013.0 2020 7.0 Attacking
190 199914 Allan 27 Brazil 83 83 Napoli 26.5 87.0 2157 Right 2.0 3.0 4.0 Medium/ High Normal No RCM 2015-07-22 2023-01-01 69 163 76 76 76 80 80 80 80 80 81 81 81 81 83 83 83 81 84 85 85 85 84 84 82 82 82 84 70.0 72.0 59.0 85.0 56.0 82.0 65.0 49.0 77.0 80.0 81.0 74.0 82.0 86.0 80.0 70.0 70.0 95.0 77.0 66.0 87.0 86.0 79.0 79.0 53.0 79.0 85.0 85.0 83.0 13.0 13.0 5.0 5.0 8.0 45.1 2015.0 2023 8.0 Midfield
947 200752 Juan Jesus 27 Brazil 77 77 Roma 7.5 51.0 1742 Left 2.0 2.0 2.0 Low/ High Normal Yes CB 2012-01-30 2020-01-01 73 183 54 54 54 56 53 53 53 56 53 53 53 59 57 57 57 59 72 70 70 70 72 74 78 78 78 74 66.0 20.0 74.0 58.0 17.0 60.0 48.0 36.0 56.0 55.0 76.0 78.0 68.0 72.0 58.0 62.0 88.0 75.0 82.0 35.0 88.0 77.0 38.0 34.0 37.0 72.0 77.0 79.0 76.0 12.0 11.0 7.0 8.0 14.0 12.8 2012.0 2020 8.0 Defending
64 191043 Alex Sandro 27 Brazil 86 86 Juventus 36.5 160.0 2198 Left 3.0 3.0 3.0 High/ High Normal Yes LB 2015-08-21 2020-01-01 71 176 77 77 77 80 78 78 78 80 79 79 79 81 80 80 80 81 86 84 84 84 86 86 84 84 84 86 84.0 55.0 76.0 81.0 68.0 80.0 78.0 59.0 71.0 81.0 83.0 86.0 79.0 84.0 78.0 80.0 79.0 92.0 79.0 72.0 82.0 82.0 70.0 70.0 60.0 82.0 81.0 84.0 84.0 7.0 7.0 9.0 12.0 5.0 60.2 2015.0 2020 5.0 Defending
65 190483 Douglas Costa 27 Brazil 86 86 Juventus 46.5 175.0 2111 Left 3.0 3.0 5.0 High/ Medium Normal Yes LM 2018-07-01 2022-01-01 68 154 80 80 80 88 86 86 86 88 87 87 87 87 81 81 81 87 72 66 66 66 72 67 56 56 56 67 84.0 67.0 50.0 84.0 76.0 92.0 84.0 78.0 68.0 91.0 97.0 93.0 93.0 84.0 91.0 86.0 61.0 78.0 63.0 80.0 55.0 48.0 76.0 84.0 77.0 84.0 45.0 38.0 34.0 13.0 15.0 9.0 12.0 5.0 76.7 2018.0 2022 4.0 Midfield
27 200145 Casemiro 26 Brazil 88 90 Real Madrid 59.5 285.0 2170 Right 3.0 3.0 2.0 Medium/ High Normal Yes CDM 2013-07-11 2021-01-01 73 185 75 75 75 72 76 76 76 72 77 77 77 74 83 83 83 74 81 88 88 88 81 82 88 88 88 82 52.0 59.0 76.0 85.0 53.0 69.0 59.0 74.0 82.0 78.0 59.0 65.0 62.0 84.0 66.0 86.0 88.0 87.0 89.0 79.0 87.0 87.0 69.0 77.0 66.0 84.0 88.0 90.0 87.0 13.0 14.0 16.0 12.0 12.0 126.4 2013.0 2021 8.0 Midfield
645 199304 Danilo 26 Brazil 79 80 Manchester City 12 110.0 2128 Right 2.0 4.0 3.0 High/ Medium Lean Yes RB 2017-07-23 2022-01-01 72 172 75 75 75 75 75 75 75 75 74 74 74 75 76 76 76 75 79 78 78 78 79 79 78 78 78 79 74.0 61.0 69.0 77.0 72.0 73.0 76.0 76.0 69.0 79.0 73.0 76.0 70.0 79.0 65.0 85.0 74.0 82.0 76.0 74.0 75.0 81.0 75.0 64.0 67.0 69.0 78.0 77.0 78.0 14.0 5.0 15.0 14.0 5.0 23.1 2017.0 2022 5.0 Defending
2 190871 Neymar Jr 26 Brazil 92 93 Paris Saint-Germain 118.5 290.0 2143 Right 5.0 5.0 5.0 High/ Medium Neymar Yes LW 2017-08-03 2022-01-01 69 150 87 87 87 92 92 92 92 92 92 92 92 91 84 84 84 91 68 63 63 63 68 63 50 50 50 63 79.0 87.0 62.0 84.0 84.0 96.0 88.0 87.0 78.0 95.0 94.0 90.0 96.0 94.0 84.0 80.0 61.0 81.0 49.0 82.0 56.0 36.0 89.0 87.0 81.0 94.0 27.0 24.0 33.0 9.0 9.0 15.0 15.0 11.0 228.1 2017.0 2022 5.0 Attacking
32 189242 Coutinho 26 Brazil 88 89 FC Barcelona 69.5 340.0 2175 Right 3.0 4.0 5.0 High/ High Normal Yes LW 2018-01-06 2023-01-01 68 150 82 82 82 89 88 88 88 89 90 90 90 88 86 86 86 88 74 73 73 73 74 70 61 61 61 70 79.0 79.0 48.0 88.0 75.0 91.0 91.0 86.0 83.0 92.0 89.0 75.0 92.0 83.0 93.0 83.0 59.0 79.0 61.0 93.0 59.0 49.0 84.0 90.0 70.0 85.0 55.0 54.0 47.0 12.0 7.0 9.0 14.0 6.0 147.7 2018.0 2023 5.0 Attacking
61 201942 Roberto Firmino 26 Brazil 86 87 Liverpool 53 195.0 2187 Right 3.0 4.0 4.0 High/ High Lean Yes CAM 2015-07-06 2023-01-01 71 168 86 86 86 86 87 87 87 86 87 87 87 86 85 85 85 86 75 76 76 76 75 72 70 70 70 72 72.0 87.0 77.0 86.0 81.0 87.0 80.0 65.0 75.0 88.0 78.0 77.0 80.0 86.0 81.0 81.0 81.0 90.0 74.0 76.0 73.0 58.0 87.0 85.0 72.0 87.0 60.0 64.0 42.0 8.0 11.0 9.0 6.0 10.0 104.7 2015.0 2023 8.0 Midfield
186 200949 Lucas Moura 25 Brazil 83 84 Tottenham Hotspur 31 115.0 2075 Right 3.0 3.0 4.0 High/ Medium Normal Yes RM 2018-01-31 2023-01-01 69 154 79 79 79 84 83 83 83 84 83 83 83 83 77 77 77 83 69 65 65 65 69 66 57 57 57 66 75.0 78.0 50.0 77.0 70.0 88.0 69.0 74.0 74.0 81.0 94.0 90.0 94.0 76.0 90.0 79.0 77.0 75.0 59.0 76.0 72.0 50.0 80.0 74.0 74.0 80.0 31.0 43.0 51.0 9.0 10.0 14.0 7.0 14.0 59.7 2018.0 2023 5.0 Midfield
250 209297 Fred 25 Brazil 82 84 Manchester United 26.5 140.0 2180 Left 1.0 4.0 4.0 High/ High Lean No CM 2018-06-21 2023-01-01 67 141 76 76 76 79 79 79 79 79 81 81 81 80 82 82 82 80 80 81 81 81 80 79 75 75 75 79 67.0 74.0 55.0 85.0 70.0 79.0 70.0 72.0 80.0 86.0 77.0 79.0 84.0 82.0 87.0 76.0 83.0 87.0 61.0 76.0 73.0 80.0 69.0 76.0 65.0 82.0 76.0 78.0 69.0 7.0 16.0 15.0 11.0 15.0 51 2018.0 2023 5.0 Midfield
263 201400 Rafinha 25 Brazil 82 87 FC Barcelona 29.5 165.0 2091 Left 2.0 4.0 4.0 High/ High Normal Yes CAM 2013-07-01 2020-01-01 69 157 77 77 77 81 81 81 81 81 83 83 83 80 81 81 81 80 75 75 75 75 75 73 70 70 70 73 72.0 73.0 55.0 86.0 76.0 87.0 75.0 61.0 76.0 84.0 71.0 70.0 80.0 79.0 80.0 79.0 73.0 67.0 66.0 82.0 44.0 70.0 77.0 81.0 67.0 80.0 68.0 74.0 66.0 11.0 6.0 15.0 13.0 7.0 62.7 2013.0 2020 7.0 Midfield
81 212831 Alisson 25 Brazil 85 90 Liverpool 36.5 115.0 1320 Right 3.0 3.0 1.0 Medium/ Medium Normal Yes GK 2018-07-19 2024-01-01 75 201 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 13.0 19.0 45.0 20.0 27.0 19.0 18.0 44.0 30.0 54.0 45.0 40.0 84.0 37.0 21.0 52.0 32.0 78.0 14.0 27.0 11.0 13.0 66.0 23.0 65.0 15.0 19.0 16.0 83.0 81.0 85.0 84.0 88.0 72.1 2018.0 2024 6.0 Goalkeeper
119 207865 Marquinhos 24 Brazil 84 89 Paris Saint-Germain 35.5 90.0 1879 Right 3.0 3.0 2.0 Medium/ Medium Lean Yes LDM 2013-07-19 2022-01-01 72 165 62 62 62 66 64 64 64 66 66 66 66 70 72 72 72 70 82 83 83 83 82 83 85 85 85 83 72.0 33.0 80.0 81.0 31.0 59.0 49.0 32.0 78.0 76.0 73.0 76.0 69.0 81.0 68.0 53.0 86.0 75.0 74.0 35.0 80.0 84.0 46.0 51.0 31.0 79.0 85.0 87.0 87.0 6.0 6.0 12.0 10.0 13.0 68.3 2013.0 2022 9.0 Midfield
118 209499 Fabinho 24 Brazil 84 88 Liverpool 34 120.0 2164 Right 3.0 2.0 3.0 Medium/ Medium Lean No CDM 2018-07-01 2023-01-01 74 172 76 76 76 78 78 78 78 78 79 79 79 80 82 82 82 80 85 86 86 86 85 85 85 85 85 85 79.0 66.0 75.0 83.0 47.0 76.0 71.0 53.0 78.0 82.0 69.0 72.0 69.0 83.0 67.0 78.0 75.0 92.0 79.0 65.0 85.0 84.0 70.0 75.0 91.0 84.0 83.0 86.0 84.0 13.0 12.0 6.0 8.0 8.0 67.2 2018.0 2023 5.0 Midfield
3311 203038 Lucas Piazon 24 Brazil 72 77 Chelsea 4.2 55.0 1807 Right 1.0 4.0 3.0 Medium/ Medium Lean No RW 2012-01-20 2020-01-01 72 161 71 71 71 74 74 74 74 74 74 74 74 73 70 70 70 73 59 56 56 56 59 56 46 46 46 56 71.0 73.0 53.0 75.0 74.0 72.0 75.0 73.0 68.0 77.0 70.0 69.0 72.0 70.0 69.0 70.0 39.0 66.0 55.0 70.0 44.0 31.0 71.0 72.0 73.0 79.0 27.0 32.0 47.0 10.0 7.0 8.0 10.0 14.0 8 2012.0 2020 8.0 Attacking
1238 229148 Dalbert 24 Brazil 76 80 Inter 8.5 41.0 1971 Left 1.0 3.0 3.0 High/ Medium Lean No LB 2017-08-09 2023-01-01 71 154 70 70 70 75 73 73 73 75 73 73 73 76 72 72 72 76 77 73 73 73 77 76 72 72 72 76 76.0 52.0 60.0 72.0 52.0 78.0 68.0 47.0 68.0 75.0 91.0 91.0 83.0 68.0 67.0 72.0 59.0 80.0 67.0 60.0 74.0 68.0 72.0 66.0 42.0 69.0 72.0 74.0 74.0 7.0 11.0 7.0 9.0 9.0 15.1 2017.0 2023 6.0 Defending
57 210257 Ederson 24 Brazil 86 90 Manchester City 41.5 125.0 1463 Left 2.0 3.0 1.0 Medium/ Medium Normal Yes GK 2017-07-01 2025-01-01 74 190 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 20.0 14.0 14.0 56.0 18.0 23.0 15.0 20.0 58.0 37.0 64.0 63.0 60.0 86.0 48.0 42.0 58.0 41.0 68.0 18.0 35.0 25.0 20.0 67.0 17.0 70.0 28.0 15.0 8.0 85.0 80.0 91.0 82.0 87.0 79.9 2017.0 2025 8.0 Goalkeeper
1033 216437 Wallace 23 Brazil 77 82 Lazio 10 35.0 1555 Right 2.0 2.0 2.0 Medium/ Medium Lean No RCB 2016-07-28 2021-01-01 75 187 49 49 49 47 47 47 47 47 47 47 47 49 52 52 52 49 65 68 68 68 65 69 78 78 78 69 34.0 21.0 77.0 57.0 36.0 45.0 33.0 29.0 50.0 52.0 66.0 69.0 46.0 74.0 40.0 40.0 71.0 54.0 81.0 26.0 79.0 81.0 25.0 31.0 45.0 68.0 78.0 79.0 78.0 15.0 11.0 11.0 10.0 11.0 17.8 2016.0 2021 5.0 Defending
807 208450 Andreas Pereira 22 Brazil 78 84 Manchester United 14 91.0 2100 Right 1.0 4.0 4.0 Medium/ Medium Lean Yes CM 2013-01-01 2019-01-01 70 157 75 75 75 79 78 78 78 79 79 79 79 79 78 78 78 79 75 74 74 74 75 73 69 69 69 73 78.0 74.0 56.0 80.0 72.0 81.0 80.0 80.0 77.0 81.0 78.0 74.0 78.0 74.0 78.0 73.0 62.0 75.0 68.0 77.0 69.0 68.0 71.0 78.0 70.0 74.0 67.0 65.0 63.0 15.0 14.0 7.0 10.0 7.0 28.7 2013.0 2019 6.0 Midfield
156 230666 Gabriel Jesus 21 Brazil 83 92 Manchester City 41 130.0 2051 Right 2.0 3.0 4.0 High/ High Normal Yes ST 2016-08-03 2023-01-01 69 161 83 83 83 84 85 85 85 84 83 83 83 83 75 75 75 83 63 61 61 61 63 59 54 54 54 59 66.0 84.0 74.0 76.0 72.0 86.0 76.0 54.0 66.0 85.0 87.0 85.0 92.0 86.0 91.0 78.0 77.0 84.0 68.0 73.0 73.0 32.0 88.0 77.0 78.0 82.0 53.0 23.0 19.0 13.0 8.0 6.0 6.0 15.0 84.1 2016.0 2023 7.0 Attacking
236 222737 Malcom 21 Brazil 82 89 FC Barcelona 31.5 140.0 1984 Left 2.0 4.0 4.0 Medium/ Medium Normal No RW 2018-07-24 2023-01-01 68 163 79 79 79 84 83 83 83 84 84 84 84 83 77 77 77 83 60 57 57 57 60 55 45 45 45 55 79.0 75.0 57.0 82.0 71.0 85.0 77.0 81.0 73.0 85.0 87.0 82.0 92.0 80.0 84.0 85.0 58.0 74.0 64.0 85.0 53.0 26.0 79.0 83.0 68.0 78.0 21.0 28.0 17.0 8.0 14.0 15.0 7.0 9.0 70.9 2018.0 2023 5.0 Attacking
2198 236355 Luiz Felipe 21 Brazil 74 83 Lazio 7.5 24.0 1593 Right 1.0 3.0 2.0 Medium/ High Lean No CB 2016-08-31 2020-01-01 74 176 51 51 51 54 54 54 54 54 56 56 56 57 60 60 60 57 68 70 70 70 68 70 74 74 74 70 37.0 22.0 65.0 64.0 32.0 62.0 31.0 35.0 58.0 66.0 72.0 69.0 43.0 75.0 46.0 44.0 68.0 55.0 68.0 26.0 68.0 76.0 28.0 52.0 44.0 58.0 78.0 78.0 77.0 14.0 8.0 13.0 10.0 9.0 14.3 2016.0 2020 4.0 Defending
228 230658 Arthur 21 Brazil 82 90 FC Barcelona 32.5 125.0 2120 Right 1.0 3.0 4.0 Medium/ Medium Normal No LCM 2018-07-09 2024-01-01 67 161 75 75 75 79 80 80 80 79 81 81 81 80 82 82 82 80 77 78 78 78 77 75 73 73 73 75 70.0 72.0 58.0 85.0 63.0 82.0 68.0 60.0 80.0 83.0 68.0 70.0 79.0 81.0 86.0 76.0 83.0 78.0 62.0 74.0 73.0 75.0 77.0 82.0 69.0 84.0 65.0 76.0 70.0 6.0 13.0 13.0 11.0 12.0 73.1 2018.0 2024 6.0 Midfield
9400 244363 Daniel Fuzato 20 Brazil 66 76 Roma 800 7.0 940 Right 1.0 3.0 1.0 Medium/ Medium Normal No GK 2018-07-10 2022-01-01 75 194 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 15.0 17.0 21.0 26.0 8.0 15.0 9.0 9.0 28.0 12.0 31.0 20.0 32.0 64.0 20.0 21.0 37.0 22.0 55.0 13.0 17.0 12.0 9.0 52.0 21.0 48.0 8.0 12.0 11.0 63.0 65.0 60.0 70.0 65.0 1.5 2018.0 2022 4.0 Goalkeeper
14243 243308 Álex Dos Santos 19 Brazil 61 75 Atlético Madrid 450 2.0 908 Right 1.0 3.0 1.0 Medium/ Medium Normal No GK 2018-07-02 2019-01-01 73 172 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 12.0 13.0 16.0 10.0 11.0 11.0 12.0 18.0 10.0 22.0 21.0 23.0 51.0 48.0 13.0 58.0 45.0 52.0 10.0 22.0 11.0 11.0 33.0 15.0 32.0 12.0 12.0 13.0 64.0 62.0 65.0 59.0 60.0 1.2 2018.0 2019 1.0 Goalkeeper
1143 238794 Vinícius Júnior 17 Brazil 77 92 Real Madrid 17.5 66.0 1849 Right 1.0 4.0 5.0 High/ Medium Lean No LW 2018-07-12 2025-01-01 69 161 74 74 74 78 77 77 77 78 76 76 76 77 67 67 67 77 58 52 52 52 58 54 44 44 44 54 65.0 70.0 50.0 70.0 71.0 81.0 77.0 62.0 48.0 80.0 92.0 94.0 90.0 70.0 82.0 74.0 74.0 79.0 59.0 68.0 48.0 26.0 74.0 69.0 65.0 75.0 32.0 25.0 18.0 5.0 7.0 7.0 7.0 10.0 46.8 2018.0 2025 7.0 Attacking
9 912 183569 E. Choupo-Moting 29 Cameroon 77 77 Paris Saint-Germain 9 75.0 1890 Right 2.0 4.0 4.0 Medium/ Medium Normal No ST 2018-08-31 2020-01-01 75 201 78 78 78 77 78 78 78 77 77 77 77 77 72 72 72 77 60 59 59 59 60 56 52 52 52 56 65.0 75.0 74.0 74.0 75.0 83.0 74.0 44.0 70.0 80.0 76.0 78.0 76.0 74.0 66.0 77.0 67.0 76.0 76.0 64.0 55.0 40.0 77.0 70.0 68.0 75.0 31.0 36.0 20.0 9.0 9.0 9.0 16.0 6.0 16.7 2018.0 2020 2.0 Attacking
483 197061 J. Matip 26 Cameroon 80 82 Liverpool 15 99.0 1846 Right 2.0 2.0 2.0 Medium/ Medium Lean Yes CB 2016-07-01 2020-01-01 76 198 63 63 63 63 64 64 64 63 67 67 67 66 73 73 73 66 75 79 79 79 75 76 81 81 81 76 54.0 36.0 82.0 77.0 50.0 65.0 63.0 22.0 74.0 69.0 55.0 69.0 55.0 80.0 47.0 66.0 66.0 73.0 77.0 48.0 75.0 83.0 51.0 72.0 42.0 75.0 80.0 84.0 78.0 11.0 15.0 10.0 7.0 10.0 29.6 2016.0 2020 4.0 Defending
5390 222391 J. Minala 21 Cameroon 70 76 Lazio 2.4 17.0 1824 Right 1.0 3.0 3.0 High/ High Stocky No CM 2013-08-01 2019-01-01 72 185 66 66 66 66 68 68 68 66 69 69 69 67 70 70 70 67 67 70 70 70 67 66 67 67 67 66 49.0 60.0 60.0 73.0 52.0 69.0 55.0 52.0 68.0 72.0 69.0 54.0 61.0 66.0 61.0 68.0 73.0 76.0 68.0 65.0 75.0 69.0 63.0 65.0 43.0 65.0 66.0 62.0 60.0 9.0 15.0 9.0 9.0 8.0 4.6 2013.0 2019 6.0 Midfield
10 871 174543 C. Bravo 35 Chile 78 78 Manchester City 2.4 50.0 1446 Right 3.0 3.0 1.0 Medium/ Medium Normal Yes GK 2016-08-25 2020-01-01 72 176 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 13.0 18.0 56.0 11.0 22.0 25.0 38.0 54.0 41.0 58.0 54.0 63.0 73.0 62.0 22.0 81.0 41.0 69.0 17.0 40.0 23.0 16.0 69.0 23.0 64.0 15.0 18.0 19.0 78.0 77.0 85.0 75.0 78.0 4.5 2016.0 2020 4.0 Goalkeeper
96 181872 A. Vidal 31 Chile 85 85 FC Barcelona 26 205.0 2230 Right 4.0 4.0 3.0 Medium/ Medium Normal Yes CAM 2018-08-06 2021-01-01 71 165 81 81 81 79 81 81 81 79 81 81 81 79 84 84 84 79 82 86 86 86 82 83 86 86 86 83 76.0 75.0 82.0 83.0 78.0 76.0 76.0 68.0 79.0 82.0 60.0 55.0 74.0 84.0 75.0 86.0 85.0 83.0 79.0 85.0 93.0 84.0 80.0 80.0 81.0 81.0 82.0 87.0 86.0 4.0 2.0 4.0 2.0 4.0 53.3 2018.0 2021 3.0 Midfield
93 184941 A. Sánchez 29 Chile 85 85 Manchester United 37.5 215.0 2172 Right 4.0 3.0 4.0 High/ High Normal Yes RW 2018-01-22 2022-01-01 67 163 84 84 84 85 85 85 85 85 85 85 85 85 80 80 80 85 68 67 67 67 68 65 60 60 60 65 77.0 80.0 73.0 77.0 83.0 87.0 79.0 78.0 75.0 86.0 86.0 79.0 90.0 83.0 87.0 84.0 87.0 83.0 72.0 81.0 79.0 46.0 84.0 82.0 77.0 84.0 38.0 44.0 35.0 10.0 10.0 15.0 12.0 13.0 69.4 2018.0 2022 4.0 Attacking
11 129 193082 J. Cuadrado 30 Colombia 84 84 Juventus 29.5 150.0 2163 Right 3.0 3.0 5.0 High/ Medium Lean Yes RAM 2015-02-02 2020-01-01 70 159 79 79 79 85 84 84 84 85 84 84 84 84 80 80 80 84 79 75 75 75 79 78 72 72 72 78 80.0 67.0 58.0 80.0 70.0 90.0 78.0 69.0 69.0 85.0 89.0 93.0 91.0 80.0 82.0 84.0 75.0 78.0 61.0 80.0 78.0 62.0 78.0 76.0 65.0 80.0 63.0 70.0 74.0 5.0 5.0 13.0 6.0 9.0 48.7 2015.0 2020 5.0 Midfield
702 176550 D. Ospina 29 Colombia 79 79 Napoli 8.5 80.0 1172 Right 2.0 3.0 1.0 Medium/ Medium Normal Yes GK NaT 2019-06-30 72 176 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 10.0 15.0 36.0 12.0 12.0 10.0 13.0 32.0 32.0 34.0 34.0 44.0 72.0 50.0 35.0 75.0 29.0 38.0 12.0 20.0 25.0 16.0 50.0 26.0 60.0 11.0 13.0 12.0 83.0 70.0 78.0 77.0 85.0 19.8 2017.0 2019 2.0 Goalkeeper
28 198710 J. Rodríguez 26 Colombia 88 89 FC Bayern München 69.5 315.0 2171 Left 4.0 3.0 4.0 Medium/ Medium Normal Yes LAM NaT 2019-06-30 71 172 83 83 83 87 86 86 86 87 88 88 88 86 84 84 84 86 72 71 71 71 72 68 61 61 61 68 90.0 83.0 62.0 89.0 90.0 85.0 89.0 86.0 83.0 90.0 73.0 67.0 83.0 85.0 76.0 86.0 54.0 70.0 68.0 92.0 64.0 55.0 80.0 89.0 81.0 87.0 52.0 41.0 44.0 15.0 15.0 15.0 5.0 14.0 19.8 2017.0 2019 2.0 Midfield
826 204259 S. Arias 26 Colombia 78 81 Atlético Madrid 10.5 46.0 2002 Right 2.0 3.0 3.0 High/ Medium Normal No RB 2018-07-31 2023-01-01 70 159 68 68 68 73 71 71 71 73 72 72 72 76 74 74 74 76 79 77 77 77 79 79 76 76 76 79 74.0 51.0 67.0 74.0 43.0 74.0 31.0 54.0 73.0 76.0 84.0 86.0 78.0 76.0 77.0 56.0 82.0 90.0 69.0 50.0 79.0 75.0 70.0 64.0 56.0 76.0 74.0 76.0 77.0 14.0 7.0 14.0 15.0 16.0 22.3 2018.0 2023 5.0 Defending
110 220793 D. Sánchez 22 Colombia 84 88 Tottenham Hotspur 34 105.0 1809 Right 2.0 3.0 2.0 Medium/ High Normal Yes RCB 2017-08-26 2024-01-01 74 174 63 63 63 61 62 62 62 61 63 63 63 64 68 68 68 64 76 80 80 80 76 78 84 84 84 78 36.0 40.0 80.0 77.0 28.0 63.0 30.0 27.0 67.0 73.0 72.0 79.0 60.0 80.0 55.0 66.0 73.0 76.0 83.0 44.0 87.0 82.0 34.0 49.0 44.0 75.0 84.0 85.0 88.0 9.0 7.0 10.0 6.0 15.0 65.5 2017.0 2024 7.0 Defending
13212 246061 A. Solano 20 Colombia 62 72 Atlético Madrid 425 5.0 1540 Right 1.0 3.0 2.0 Medium/ Medium Lean No RB 2016-07-01 2020-01-01 69 154 51 51 51 57 54 54 54 57 55 55 55 58 56 56 56 58 63 60 60 60 63 62 60 60 60 62 61.0 28.0 52.0 57.0 26.0 60.0 41.0 34.0 52.0 62.0 67.0 66.0 64.0 62.0 73.0 49.0 62.0 63.0 52.0 35.0 56.0 60.0 47.0 46.0 40.0 55.0 57.0 61.0 61.0 8.0 6.0 13.0 9.0 10.0 956 2016.0 2020 4.0 Defending
12 46 193041 K. Navas 31 Costa Rica 87 87 Real Madrid 30.5 195.0 1345 Right 3.0 3.0 1.0 Medium/ Medium Normal Yes GK 2014-08-03 2020-01-01 73 176 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 15.0 11.0 30.0 11.0 16.0 11.0 15.0 37.0 19.0 54.0 53.0 60.0 84.0 61.0 21.0 74.0 39.0 75.0 13.0 32.0 20.0 16.0 68.0 25.0 67.0 28.0 14.0 14.0 90.0 81.0 75.0 82.0 90.0 62.5 2014.0 2020 6.0 Goalkeeper
13 6 177003 L. Modrić 32 Croatia 91 91 Real Madrid 67 420.0 2280 Right 4.0 4.0 4.0 High/ High Lean Yes RCM 2012-08-01 2020-01-01 68 146 80 80 80 88 87 87 87 88 90 90 90 89 91 91 91 89 85 84 84 84 85 82 74 74 74 82 86.0 72.0 55.0 93.0 76.0 90.0 85.0 78.0 88.0 93.0 80.0 72.0 93.0 90.0 94.0 79.0 68.0 89.0 58.0 82.0 62.0 83.0 79.0 92.0 82.0 84.0 60.0 76.0 73.0 13.0 9.0 7.0 14.0 9.0 137.4 2012.0 2020 8.0 Midfield
139 181783 M. Mandžukić 32 Croatia 84 84 Juventus 25 160.0 2106 Right 3.0 3.0 3.0 High/ High Lean Yes ST 2015-07-01 2020-01-01 75 187 84 84 84 79 81 81 81 79 79 79 79 79 78 78 78 79 74 75 75 75 74 74 75 75 75 74 72.0 84.0 90.0 75.0 86.0 76.0 64.0 49.0 67.0 77.0 67.0 73.0 67.0 86.0 53.0 80.0 85.0 83.0 85.0 60.0 88.0 66.0 90.0 74.0 76.0 80.0 59.0 64.0 64.0 10.0 8.0 5.0 8.0 15.0 41.3 2015.0 2020 5.0 Attacking
53 168651 I. Rakitić 30 Croatia 87 87 FC Barcelona 46.5 260.0 2184 Right 4.0 3.0 3.0 High/ High Normal Yes RCM 2014-07-01 2021-01-01 72 172 80 80 80 83 84 84 84 83 85 85 85 84 87 87 87 84 80 82 82 82 80 78 73 73 73 78 84.0 83.0 58.0 87.0 80.0 84.0 88.0 84.0 90.0 87.0 66.0 59.0 72.0 77.0 66.0 84.0 39.0 84.0 66.0 90.0 67.0 75.0 79.0 86.0 82.0 81.0 72.0 74.0 70.0 14.0 11.0 12.0 5.0 9.0 95.3 2014.0 2021 7.0 Midfield
682 185431 N. Kalinić 30 Croatia 79 79 Atlético Madrid 12 60.0 1868 Right 3.0 4.0 3.0 High/ High Lean No ST 2018-08-09 2021-01-01 74 176 80 80 80 76 78 78 78 76 75 75 75 75 69 69 69 75 60 59 59 59 60 58 57 57 57 58 60.0 83.0 78.0 72.0 75.0 73.0 64.0 54.0 48.0 78.0 67.0 73.0 69.0 78.0 58.0 76.0 68.0 71.0 77.0 60.0 68.0 42.0 87.0 66.0 70.0 78.0 46.0 32.0 28.0 9.0 11.0 9.0 11.0 7.0 24.6 2018.0 2021 3.0 Attacking
2460 201139 I. Strinić 30 Croatia 74 74 Milan 4.1 56.0 1936 Left 2.0 4.0 3.0 Medium/ Medium Lean No LB 2018-07-02 2021-01-01 73 172 66 66 66 69 67 67 67 69 68 68 68 70 70 70 70 70 75 74 74 74 75 74 74 74 74 74 76.0 48.0 60.0 70.0 50.0 70.0 62.0 55.0 66.0 74.0 68.0 68.0 69.0 70.0 71.0 68.0 69.0 73.0 75.0 60.0 72.0 76.0 66.0 58.0 61.0 68.0 76.0 76.0 74.0 10.0 8.0 14.0 13.0 10.0 6.9 2018.0 2021 3.0 Defending
97 181458 I. Perišić 29 Croatia 85 85 Inter 37.5 110.0 2199 Right 3.0 5.0 4.0 Medium/ Medium Lean Yes LM 2015-09-01 2022-01-01 73 176 85 85 85 85 85 85 85 85 84 84 84 86 82 82 82 86 78 75 75 75 78 75 71 71 71 75 83.0 79.0 80.0 81.0 81.0 84.0 73.0 75.0 77.0 85.0 84.0 88.0 78.0 81.0 74.0 84.0 84.0 89.0 78.0 79.0 65.0 69.0 85.0 79.0 76.0 80.0 64.0 52.0 54.0 6.0 7.0 10.0 9.0 6.0 63.8 2015.0 2022 7.0 Midfield
472 201144 M. Badelj 29 Croatia 80 80 Lazio 11.5 53.0 2017 Right 2.0 4.0 3.0 Medium/ Medium Lean No CDM 2018-08-01 2022-01-01 73 176 69 69 69 71 72 72 72 71 75 75 75 73 79 79 79 73 77 81 81 81 77 76 77 77 77 76 69.0 54.0 66.0 82.0 66.0 72.0 64.0 58.0 82.0 80.0 55.0 56.0 68.0 78.0 64.0 72.0 58.0 79.0 71.0 74.0 76.0 80.0 62.0 78.0 68.0 72.0 79.0 78.0 76.0 8.0 9.0 14.0 15.0 6.0 19.6 2018.0 2022 4.0 Midfield
368 195086 D. Lovren 28 Croatia 81 82 Liverpool 16 115.0 1726 Right 2.0 4.0 2.0 Medium/ High Normal Yes RCB 2014-07-27 2021-01-01 74 185 56 56 56 56 56 56 56 56 58 58 58 60 64 64 64 60 73 76 76 76 73 74 81 81 81 74 59.0 33.0 80.0 69.0 42.0 63.0 26.0 18.0 66.0 67.0 54.0 55.0 50.0 75.0 41.0 63.0 81.0 68.0 82.0 34.0 87.0 81.0 21.0 56.0 52.0 70.0 77.0 83.0 85.0 14.0 14.0 13.0 10.0 7.0 31.6 2014.0 2021 7.0 Defending
354 203890 S. Vrsaljko 26 Croatia 81 84 Inter 18 57.0 2069 Right 2.0 3.0 3.0 High/ Medium Lean No RB NaT 2019-06-30 71 168 69 69 69 73 72 72 72 73 72 72 72 76 75 75 75 76 81 79 79 79 81 81 79 79 79 81 82.0 44.0 73.0 77.0 53.0 74.0 70.0 57.0 70.0 79.0 82.0 79.0 67.0 77.0 72.0 75.0 85.0 90.0 73.0 58.0 75.0 79.0 65.0 68.0 52.0 67.0 77.0 81.0 77.0 15.0 11.0 10.0 10.0 12.0 19.8 2017.0 2019 2.0 Defending
333 216352 M. Brozović 25 Croatia 81 84 Inter 18.5 64.0 2149 Right 2.0 4.0 3.0 Medium/ Medium Lean Yes LDM 2016-07-01 2022-01-01 71 150 75 75 75 78 78 78 78 78 80 80 80 79 82 82 82 79 79 81 81 81 79 78 76 76 76 78 72.0 69.0 62.0 83.0 65.0 81.0 79.0 74.0 83.0 83.0 69.0 70.0 74.0 77.0 74.0 80.0 68.0 84.0 66.0 81.0 79.0 81.0 69.0 80.0 69.0 78.0 75.0 77.0 75.0 8.0 8.0 15.0 11.0 8.0 32.8 2016.0 2022 6.0 Midfield
176 207410 M. Kovačić 24 Croatia 83 89 Chelsea 35 165.0 2115 Right 3.0 4.0 4.0 High/ High Normal Yes LCM NaT 2019-06-30 69 172 74 74 74 82 81 81 81 82 84 84 84 83 85 85 85 83 79 81 81 81 79 77 72 72 72 77 73.0 62.0 42.0 87.0 76.0 88.0 78.0 68.0 82.0 89.0 84.0 74.0 81.0 70.0 85.0 79.0 63.0 82.0 65.0 75.0 77.0 78.0 69.0 88.0 59.0 72.0 69.0 75.0 63.0 9.0 5.0 6.0 7.0 7.0 19.8 2017.0 2019 2.0 Midfield
1239 216349 A. Halilović 22 Croatia 76 83 Milan 11 61.0 1866 Left 1.0 3.0 4.0 High/ Low Lean No RM 2018-07-07 2021-01-01 67 152 65 65 65 77 75 75 75 77 78 78 78 77 74 74 74 77 65 62 62 62 65 60 48 48 48 60 76.0 58.0 24.0 80.0 64.0 79.0 80.0 69.0 70.0 81.0 78.0 74.0 78.0 74.0 88.0 64.0 54.0 68.0 32.0 72.0 40.0 54.0 70.0 80.0 75.0 72.0 60.0 36.0 28.0 15.0 11.0 11.0 13.0 10.0 20.9 2018.0 2021 3.0 Midfield
1616 236311 M. Rog 22 Croatia 75 81 Napoli 9 43.0 1953 Right 2.0 3.0 3.0 High/ Medium Normal No CM 2017-07-18 2021-01-01 71 161 69 69 69 76 74 74 74 76 76 76 76 76 76 76 76 76 72 72 72 72 72 70 67 67 67 70 75.0 62.0 47.0 82.0 65.0 80.0 64.0 57.0 78.0 78.0 78.0 75.0 63.0 72.0 67.0 70.0 48.0 64.0 68.0 74.0 74.0 58.0 62.0 76.0 60.0 76.0 64.0 68.0 66.0 6.0 15.0 12.0 13.0 12.0 17.1 2017.0 2021 4.0 Midfield
1522 229594 A. Ćorić 21 Croatia 76 88 Roma 14 38.0 1795 Right 1.0 4.0 4.0 Medium/ Low Lean No CAM 2018-07-01 2023-01-01 69 130 68 68 68 76 74 74 74 76 76 76 76 76 71 71 71 76 59 56 56 56 59 54 43 43 43 54 73.0 64.0 34.0 74.0 56.0 80.0 67.0 71.0 66.0 81.0 78.0 66.0 82.0 71.0 84.0 68.0 55.0 73.0 49.0 71.0 41.0 27.0 70.0 77.0 58.0 78.0 44.0 31.0 24.0 15.0 10.0 14.0 14.0 7.0 26.6 2018.0 2023 5.0 Midfield
14 13778 233426 A. Georgiou 21 Cyprus 62 75 Tottenham Hotspur 575 9.0 1599 Left 1.0 2.0 3.0 Medium/ Medium Lean Yes LM 2015-07-01 2020-01-01 70 161 55 55 55 62 59 59 59 62 60 60 60 63 59 59 59 63 62 57 57 57 62 60 55 55 55 60 69.0 46.0 44.0 58.0 44.0 66.0 56.0 50.0 51.0 64.0 69.0 72.0 66.0 55.0 68.0 45.0 45.0 61.0 52.0 42.0 44.0 56.0 54.0 61.0 45.0 54.0 49.0 60.0 53.0 10.0 12.0 8.0 14.0 10.0 1.4 2015.0 2020 5.0 Midfield
15 317 48940 P. Čech 36 Czech Republic 82 82 Arsenal 3 60.0 1166 Left 4.0 3.0 1.0 Medium/ Medium Normal Yes GK 2015-06-29 2019-01-01 77 198 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 19.0 12.0 19.0 35.0 17.0 12.0 13.0 19.0 33.0 22.0 35.0 38.0 46.0 77.0 34.0 21.0 50.0 32.0 63.0 11.0 17.0 23.0 13.0 53.0 23.0 63.0 12.0 13.0 12.0 78.0 82.0 70.0 83.0 79.0 5.7 2015.0 2019 4.0 Goalkeeper
3079 219591 S. Simič 23 Czech Republic 73 81 Milan 5 44.0 1457 Right 1.0 3.0 2.0 Medium/ High Lean No CB 2013-08-28 2020-01-01 74 174 47 47 47 47 47 47 47 47 48 48 48 50 54 54 54 50 64 68 68 68 64 66 74 74 74 66 43.0 20.0 68.0 58.0 12.0 54.0 29.0 27.0 58.0 58.0 43.0 56.0 51.0 68.0 51.0 57.0 71.0 59.0 79.0 21.0 76.0 72.0 20.0 38.0 21.0 66.0 80.0 74.0 72.0 5.0 3.0 5.0 5.0 3.0 9.5 2013.0 2020 7.0 Defending
1190 234236 P. Schick 22 Czech Republic 77 86 Roma 14 53.0 1868 Left 2.0 2.0 4.0 High/ Medium Lean No ST 2018-07-14 2022-01-01 73 161 77 77 77 77 78 78 78 77 77 77 77 75 69 69 69 75 56 55 55 55 56 53 50 50 50 53 64.0 77.0 74.0 74.0 67.0 82.0 78.0 56.0 59.0 80.0 74.0 73.0 83.0 74.0 67.0 72.0 69.0 62.0 70.0 73.0 59.0 22.0 78.0 73.0 58.0 77.0 50.0 24.0 19.0 11.0 15.0 8.0 9.0 14.0 26.6 2018.0 2022 4.0 Attacking
16 31 190460 C. Eriksen 26 Denmark 88 91 Tottenham Hotspur 73.5 205.0 2117 Right 3.0 5.0 4.0 High/ Medium Lean Yes CAM 2013-08-30 2020-01-01 71 168 82 82 82 87 87 87 87 87 89 89 89 88 88 88 88 88 74 74 74 74 74 69 60 60 60 69 88.0 80.0 52.0 91.0 77.0 84.0 86.0 87.0 88.0 91.0 75.0 73.0 79.0 88.0 81.0 84.0 50.0 92.0 58.0 89.0 46.0 56.0 83.0 91.0 67.0 88.0 59.0 57.0 22.0 9.0 14.0 7.0 7.0 6.0 141.5 2013.0 2020 7.0 Midfield
278 193283 T. Delaney 26 Denmark 82 83 Borussia Dortmund 21.5 61.0 2211 Left 2.0 4.0 3.0 High/ High Normal No LCM 2018-07-01 2022-01-01 72 174 78 78 78 76 78 78 78 76 78 78 78 78 80 80 80 78 81 82 82 82 81 82 83 83 83 82 67.0 72.0 83.0 79.0 66.0 73.0 71.0 68.0 77.0 77.0 76.0 78.0 73.0 81.0 74.0 78.0 91.0 90.0 79.0 74.0 84.0 85.0 75.0 77.0 60.0 81.0 80.0 82.0 81.0 8.0 12.0 11.0 14.0 15.0 38.2 2018.0 2022 4.0 Midfield
1475 211385 R. Durmisi 24 Denmark 76 81 Lazio 8.5 33.0 2057 Left 1.0 3.0 3.0 High/ Medium Stocky Yes LB 2018-07-01 2023-01-01 66 148 70 70 70 73 72 72 72 73 72 72 72 74 73 73 73 74 77 74 74 74 77 76 73 73 73 76 77.0 53.0 70.0 74.0 54.0 73.0 72.0 71.0 63.0 74.0 79.0 83.0 78.0 71.0 91.0 85.0 81.0 91.0 61.0 67.0 89.0 70.0 60.0 72.0 40.0 64.0 72.0 69.0 73.0 10.0 6.0 6.0 11.0 11.0 15.1 2018.0 2023 5.0 Defending
336 213661 A. Christensen 22 Denmark 81 88 Chelsea 21.5 91.0 1717 Right 2.0 3.0 2.0 Low/ Medium Lean Yes LCB 2013-04-10 2022-01-01 74 179 57 57 57 61 60 60 60 61 64 64 64 65 70 70 70 65 75 79 79 79 75 77 81 81 81 77 49.0 36.0 80.0 77.0 25.0 68.0 32.0 22.0 72.0 74.0 66.0 70.0 61.0 80.0 61.0 31.0 72.0 69.0 73.0 20.0 73.0 82.0 32.0 62.0 36.0 77.0 80.0 86.0 84.0 10.0 12.0 8.0 6.0 8.0 44.1 2013.0 2022 9.0 Defending
2449 227503 J. Larsen 19 Denmark 74 85 Borussia Dortmund 9.5 18.0 1915 Right 1.0 4.0 3.0 Medium/ Medium Normal No LM 2016-10-26 2021-01-01 72 165 75 75 75 76 76 76 76 76 74 74 74 75 70 70 70 75 68 65 65 65 68 66 63 63 63 66 69.0 74.0 61.0 74.0 63.0 75.0 69.0 41.0 54.0 75.0 81.0 85.0 76.0 75.0 73.0 77.0 67.0 72.0 73.0 63.0 68.0 58.0 74.0 68.0 44.0 66.0 55.0 55.0 43.0 14.0 6.0 11.0 11.0 11.0 18.1 2016.0 2021 5.0 Midfield
17 430 221639 Mariano 24 Dominican Republic 80 85 Real Madrid 20 140.0 2041 Right 1.0 4.0 3.0 High/ Medium Normal No ST 2018-08-29 2023-01-01 71 168 81 81 81 76 78 78 78 76 75 75 75 74 69 69 69 74 61 61 61 61 61 60 60 60 60 60 50.0 81.0 82.0 69.0 70.0 75.0 76.0 76.0 51.0 72.0 84.0 85.0 79.0 82.0 72.0 85.0 92.0 81.0 79.0 82.0 86.0 45.0 79.0 63.0 75.0 68.0 41.0 40.0 34.0 12.0 14.0 6.0 8.0 15.0 42.5 2018.0 2023 5.0 Attacking
18 399 167905 A. Valencia 32 Ecuador 81 81 Manchester United 10 120.0 2142 Right 2.0 2.0 3.0 High/ High Stocky Yes RM 2009-06-30 2019-01-01 71 183 76 76 76 78 78 78 78 78 78 78 78 79 79 79 79 79 82 81 81 81 82 81 80 80 80 81 79.0 60.0 62.0 81.0 64.0 80.0 70.0 66.0 72.0 81.0 82.0 85.0 72.0 82.0 78.0 85.0 69.0 79.0 79.0 66.0 80.0 82.0 73.0 71.0 55.0 82.0 77.0 82.0 79.0 16.0 11.0 10.0 7.0 7.0 18.5 2009.0 2019 10.0 Midfield
1074 175254 F. Caicedo 29 Ecuador 77 77 Lazio 9 51.0 1919 Left 2.0 3.0 3.0 Medium/ Medium Stocky No ST 2017-08-02 2020-01-01 72 181 78 78 78 73 76 76 76 73 73 73 73 71 68 68 68 71 60 60 60 60 60 58 60 60 60 58 59.0 72.0 75.0 72.0 75.0 72.0 66.0 68.0 59.0 77.0 69.0 71.0 61.0 78.0 67.0 84.0 75.0 54.0 90.0 68.0 80.0 43.0 82.0 61.0 73.0 70.0 32.0 44.0 47.0 7.0 13.0 7.0 8.0 10.0 15.3 2017.0 2020 3.0 Attacking
19 26 209331 M. Salah 26 Egypt 88 89 Liverpool 69.5 255.0 2146 Left 3.0 3.0 4.0 High/ Medium PLAYER_BODY_TYPE_25 Yes RM 2017-07-01 2023-01-01 69 157 86 86 86 90 89 89 89 90 89 89 89 89 83 83 83 89 73 69 69 69 73 69 60 60 60 69 78.0 90.0 59.0 82.0 73.0 89.0 83.0 60.0 72.0 88.0 94.0 91.0 91.0 91.0 88.0 77.0 68.0 84.0 70.0 83.0 63.0 55.0 90.0 82.0 61.0 91.0 38.0 43.0 41.0 14.0 14.0 9.0 11.0 14.0 137.3 2017.0 2023 6.0 Midfield
959 213051 M. Elneny 25 Egypt 77 79 Arsenal 9 76.0 1958 Right 1.0 3.0 3.0 Medium/ High Lean Yes RDM 2016-01-14 2022-01-01 71 163 67 67 67 69 70 70 70 69 72 72 72 72 76 76 76 72 76 78 78 78 76 75 73 73 73 75 66.0 57.0 57.0 80.0 39.0 68.0 69.0 56.0 77.0 76.0 58.0 60.0 65.0 75.0 62.0 76.0 69.0 92.0 68.0 67.0 73.0 76.0 63.0 70.0 62.0 77.0 76.0 74.0 72.0 7.0 15.0 15.0 12.0 6.0 17.8 2016.0 2022 6.0 Midfield
20 3937 101880 R. Green 38 England 72 72 Chelsea 210 28.0 1101 Right 2.0 3.0 1.0 Medium/ Medium Normal Yes GK 2018-07-26 2019-01-01 74 203 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 19.0 12.0 15.0 26.0 12.0 14.0 16.0 13.0 14.0 15.0 46.0 32.0 47.0 70.0 40.0 22.0 68.0 26.0 59.0 11.0 26.0 20.0 13.0 58.0 21.0 49.0 14.0 12.0 11.0 73.0 70.0 60.0 72.0 74.0 389 2018.0 2019 1.0 Goalkeeper
2561 53739 L. Grant 35 England 74 74 Manchester United 1.3 39.0 1300 Right 1.0 4.0 1.0 Medium/ Medium Normal Yes GK 2018-07-03 2020-01-01 76 183 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 19.0 17.0 14.0 43.0 15.0 11.0 17.0 19.0 40.0 34.0 52.0 46.0 56.0 69.0 56.0 24.0 73.0 39.0 71.0 19.0 42.0 26.0 14.0 50.0 20.0 60.0 12.0 13.0 19.0 74.0 72.0 74.0 74.0 76.0 2.5 2018.0 2020 2.0 Goalkeeper
717 152908 A. Young 32 England 79 79 Manchester United 7 110.0 2120 Right 2.0 3.0 4.0 High/ Medium Lean Yes LB 2011-07-01 2019-01-01 69 143 72 72 72 77 75 75 75 77 77 77 77 77 77 77 77 77 79 78 78 78 79 78 74 74 74 78 84.0 64.0 57.0 79.0 71.0 77.0 86.0 75.0 70.0 79.0 77.0 72.0 77.0 80.0 76.0 75.0 55.0 75.0 67.0 69.0 78.0 77.0 67.0 76.0 60.0 74.0 75.0 76.0 74.0 16.0 10.0 15.0 16.0 15.0 13 2011.0 2019 8.0 Defending
534 164468 G. Cahill 32 England 80 80 Chelsea 8.5 99.0 1754 Right 3.0 3.0 2.0 Medium/ Medium Normal Yes CB 2012-01-16 2019-01-01 76 194 64 64 64 57 61 61 61 57 61 61 61 57 66 66 66 57 67 75 75 75 67 70 82 82 82 70 28.0 56.0 85.0 66.0 47.0 56.0 48.0 27.0 60.0 61.0 42.0 48.0 51.0 79.0 47.0 63.0 80.0 61.0 79.0 64.0 85.0 78.0 45.0 56.0 53.0 74.0 83.0 82.0 81.0 5.0 12.0 9.0 5.0 12.0 15.7 2012.0 2019 7.0 Defending
409 138412 J. Milner 32 England 81 81 Liverpool 13.5 120.0 2126 Right 2.0 4.0 3.0 High/ High Stocky Yes CM 2015-07-01 2020-01-01 69 154 74 74 74 76 76 76 76 76 78 78 78 79 81 81 81 79 81 82 82 82 81 80 78 78 78 80 86.0 62.0 66.0 84.0 76.0 76.0 81.0 75.0 81.0 79.0 63.0 62.0 69.0 84.0 73.0 82.0 62.0 91.0 71.0 70.0 82.0 79.0 72.0 79.0 83.0 86.0 74.0 80.0 79.0 1.0 1.0 1.0 1.0 1.0 25.7 2015.0 2020 5.0 Midfield
515 180819 A. Lallana 30 England 80 80 Liverpool 13.5 110.0 2086 Right 3.0 5.0 4.0 High/ High Lean Yes CM 2014-07-01 2021-01-01 70 161 77 77 77 80 80 80 80 80 82 82 82 81 81 81 81 81 74 75 75 75 74 72 70 70 70 72 74.0 72.0 67.0 84.0 72.0 84.0 77.0 66.0 76.0 85.0 70.0 69.0 78.0 74.0 75.0 72.0 70.0 77.0 64.0 71.0 76.0 64.0 75.0 83.0 70.0 80.0 61.0 64.0 62.0 6.0 15.0 14.0 8.0 11.0 25.7 2014.0 2021 7.0 Midfield
135 188377 K. Walker 28 England 84 84 Manchester City 24.5 165.0 2175 Right 3.0 2.0 2.0 High/ High Normal Yes RB 2017-07-14 2022-01-01 72 154 75 75 75 78 77 77 77 78 76 76 76 80 78 78 78 80 85 81 81 81 85 85 82 82 82 85 81.0 51.0 74.0 78.0 57.0 79.0 76.0 71.0 67.0 78.0 86.0 93.0 67.0 83.0 72.0 86.0 83.0 89.0 75.0 69.0 78.0 81.0 67.0 69.0 63.0 75.0 78.0 84.0 83.0 12.0 6.0 16.0 15.0 8.0 45.3 2017.0 2022 5.0 Defending
529 171833 D. Sturridge 28 England 80 80 Liverpool 15.5 125.0 1837 Left 3.0 2.0 4.0 Medium/ Low Normal Yes ST 2013-01-02 2019-01-01 71 168 80 80 80 79 81 81 81 79 79 79 79 77 71 71 71 77 53 52 52 52 53 49 44 44 44 49 62.0 83.0 70.0 72.0 73.0 79.0 62.0 68.0 62.0 80.0 72.0 78.0 74.0 78.0 64.0 82.0 70.0 55.0 66.0 79.0 60.0 22.0 81.0 74.0 75.0 81.0 11.0 24.0 12.0 7.0 15.0 9.0 5.0 13.0 29.5 2013.0 2019 6.0 Attacking
296 183711 J. Henderson 28 England 82 82 Liverpool 18 125.0 2163 Right 2.0 3.0 3.0 Medium/ High Normal Yes RCM 2011-06-09 2020-01-01 72 176 74 74 74 77 77 77 77 77 79 79 79 79 82 82 82 79 81 82 82 82 81 80 78 78 78 80 81.0 67.0 65.0 84.0 72.0 73.0 80.0 74.0 84.0 80.0 67.0 66.0 70.0 80.0 70.0 77.0 79.0 91.0 72.0 71.0 77.0 80.0 75.0 83.0 64.0 78.0 77.0 79.0 76.0 7.0 13.0 7.0 9.0 13.0 34.2 2011.0 2020 9.0 Midfield
377 189881 C. Smalling 28 England 81 82 Manchester United 16 130.0 1799 Right 3.0 3.0 2.0 Medium/ High Lean Yes RCB 2010-07-01 2019-01-01 76 179 62 62 62 60 60 60 60 60 60 60 60 62 64 64 64 62 73 75 75 75 73 75 82 82 82 75 52.0 54.0 82.0 63.0 49.0 59.0 49.0 22.0 63.0 58.0 61.0 74.0 55.0 75.0 45.0 42.0 76.0 71.0 87.0 35.0 83.0 81.0 48.0 49.0 52.0 67.0 81.0 82.0 80.0 10.0 15.0 16.0 15.0 15.0 30.8 2010.0 2019 9.0 Defending
514 183427 F. Delph 28 England 80 80 Manchester City 11.5 120.0 2137 Left 2.0 3.0 3.0 High/ High Lean Yes LB 2015-07-17 2020-01-01 69 172 74 74 74 77 77 77 77 77 78 78 78 78 80 80 80 78 81 81 81 81 81 80 78 78 78 80 74.0 64.0 60.0 82.0 59.0 77.0 72.0 53.0 76.0 82.0 75.0 72.0 87.0 81.0 86.0 82.0 67.0 87.0 65.0 75.0 84.0 80.0 72.0 73.0 65.0 76.0 77.0 81.0 79.0 10.0 9.0 14.0 11.0 6.0 21.3 2015.0 2020 5.0 Defending
681 186132 D. Drinkwater 28 England 79 79 Chelsea 12.5 110.0 2023 Right 2.0 4.0 3.0 Medium/ Medium Normal Yes CM 2017-08-31 2022-01-01 70 179 71 71 71 73 74 74 74 73 76 76 76 74 79 79 79 74 75 78 78 78 75 74 73 73 73 74 64.0 60.0 61.0 80.0 69.0 75.0 72.0 69.0 83.0 78.0 63.0 63.0 67.0 77.0 76.0 77.0 54.0 77.0 69.0 72.0 74.0 75.0 71.0 79.0 53.0 78.0 69.0 76.0 73.0 12.0 6.0 8.0 9.0 12.0 23.1 2017.0 2022 5.0 Midfield
396 169595 D. Rose 27 England 81 81 Tottenham Hotspur 14.5 92.0 2094 Left 3.0 3.0 3.0 Medium/ High Normal Yes LB 2007-07-01 2021-01-01 69 168 72 72 72 77 76 76 76 77 76 76 76 78 77 77 77 78 82 80 80 80 82 82 81 81 81 82 82.0 57.0 62.0 76.0 64.0 80.0 64.0 57.0 66.0 77.0 79.0 78.0 69.0 82.0 76.0 68.0 75.0 78.0 72.0 67.0 87.0 81.0 68.0 73.0 57.0 75.0 77.0 83.0 84.0 10.0 11.0 8.0 13.0 13.0 26.8 2007.0 2021 14.0 Defending
665 190456 N. Clyne 27 England 79 80 Liverpool 11.5 94.0 2016 Right 2.0 2.0 3.0 High/ Medium Normal Yes RB 2015-07-01 2020-01-01 69 148 71 71 71 75 73 73 73 75 73 73 73 75 74 74 74 75 79 77 77 77 79 79 78 78 78 79 78.0 54.0 68.0 75.0 45.0 76.0 64.0 39.0 66.0 78.0 77.0 78.0 79.0 75.0 75.0 74.0 69.0 76.0 67.0 69.0 76.0 79.0 72.0 64.0 46.0 75.0 78.0 81.0 82.0 10.0 11.0 13.0 15.0 7.0 22.7 2015.0 2020 5.0 Defending
933 186146 D. Welbeck 27 England 77 77 Arsenal 9.5 95.0 1965 Right 3.0 3.0 3.0 High/ High Normal Yes LW 2014-09-02 2019-01-01 73 161 80 80 80 79 79 79 79 79 78 78 78 78 72 72 72 78 63 62 62 62 63 61 58 58 58 61 69.0 75.0 78.0 75.0 76.0 78.0 61.0 62.0 64.0 78.0 76.0 83.0 76.0 78.0 62.0 78.0 80.0 74.0 75.0 69.0 75.0 32.0 79.0 71.0 70.0 76.0 47.0 38.0 33.0 9.0 10.0 6.0 12.0 16.0 18.1 2014.0 2019 5.0 Attacking
290 186345 K. Trippier 27 England 82 82 Tottenham Hotspur 18.5 99.0 2161 Right 2.0 4.0 3.0 High/ High Normal Yes RB 2015-06-19 2022-01-01 70 159 72 72 72 77 75 75 75 77 77 77 77 79 80 80 80 79 83 80 80 80 83 82 78 78 78 82 91.0 48.0 73.0 79.0 54.0 75.0 87.0 83.0 78.0 80.0 76.0 75.0 74.0 81.0 74.0 75.0 73.0 88.0 65.0 70.0 70.0 79.0 75.0 80.0 66.0 73.0 77.0 82.0 79.0 11.0 14.0 8.0 11.0 10.0 34.2 2015.0 2022 7.0 Defending
654 194957 P. Jones 26 England 79 80 Manchester United 12 110.0 1827 Right 2.0 3.0 2.0 Medium/ High Normal Yes CB 2011-07-01 2019-01-01 73 157 62 62 62 60 60 60 60 60 61 61 61 62 67 67 67 62 72 76 76 76 72 74 80 80 80 74 60.0 44.0 78.0 73.0 49.0 59.0 38.0 35.0 67.0 64.0 54.0 59.0 52.0 77.0 59.0 68.0 82.0 64.0 79.0 59.0 86.0 80.0 42.0 54.0 55.0 68.0 76.0 81.0 82.0 10.0 8.0 6.0 16.0 11.0 23.1 2011.0 2019 8.0 Defending
6136 200841 C. Jenkinson 26 England 69 71 Arsenal 1 34.0 1840 Right 2.0 2.0 3.0 High/ High Lean Yes RB 2011-06-08 2020-01-01 73 170 63 63 63 65 64 64 64 65 64 64 64 67 66 66 66 67 70 69 69 69 70 70 70 70 70 70 71.0 41.0 62.0 66.0 60.0 67.0 60.0 52.0 64.0 68.0 58.0 73.0 60.0 69.0 66.0 72.0 63.0 64.0 69.0 41.0 71.0 66.0 67.0 62.0 49.0 62.0 69.0 73.0 72.0 12.0 15.0 15.0 11.0 12.0 2 2011.0 2020 9.0 Defending
1490 201155 R. Morrison 25 England 76 79 Lazio 9.5 40.0 1904 Right 1.0 4.0 3.0 Medium/ Low Normal No CAM 2015-07-01 2019-01-01 69 157 70 70 70 76 75 75 75 76 77 77 77 76 73 73 73 76 64 63 63 63 64 62 55 55 55 62 70.0 70.0 49.0 80.0 65.0 80.0 70.0 75.0 76.0 80.0 77.0 84.0 80.0 58.0 76.0 72.0 40.0 68.0 51.0 71.0 63.0 35.0 66.0 74.0 56.0 68.0 58.0 55.0 43.0 14.0 15.0 13.0 12.0 8.0 16.9 2015.0 2019 4.0 Midfield
254 207494 J. Lingard 25 England 82 83 Manchester United 26.5 140.0 2095 Right 2.0 3.0 4.0 High/ High Lean Yes CAM 2010-07-01 2021-01-01 69 137 80 80 80 83 83 83 83 83 83 83 83 82 78 78 78 82 72 69 69 69 72 69 62 62 62 69 74.0 78.0 64.0 78.0 70.0 83.0 80.0 63.0 66.0 83.0 84.0 82.0 86.0 83.0 86.0 80.0 63.0 87.0 53.0 80.0 73.0 53.0 86.0 82.0 65.0 84.0 65.0 50.0 44.0 14.0 10.0 8.0 13.0 9.0 51 2010.0 2021 11.0 Midfield
16 202126 H. Kane 24 England 89 91 Tottenham Hotspur 83.5 205.0 2165 Right 3.0 4.0 3.0 High/ High Normal Yes ST 2010-07-01 2024-01-01 74 196 89 89 89 85 87 87 87 85 85 85 85 84 82 82 82 84 68 69 69 69 68 65 63 63 63 65 75.0 94.0 85.0 80.0 84.0 80.0 78.0 68.0 82.0 84.0 68.0 72.0 71.0 91.0 71.0 88.0 78.0 89.0 84.0 85.0 76.0 35.0 93.0 80.0 90.0 89.0 56.0 36.0 38.0 8.0 10.0 11.0 14.0 11.0 160.7 2010.0 2024 14.0 Attacking
646 199189 R. Barkley 24 England 79 82 Chelsea 16 89.0 1980 Right 2.0 5.0 4.0 Medium/ Medium Normal Yes CAM 2018-01-05 2023-01-01 73 192 76 76 76 77 79 79 79 77 80 80 80 78 78 78 78 78 67 69 69 69 67 65 64 64 64 65 65.0 68.0 65.0 82.0 61.0 85.0 68.0 70.0 78.0 84.0 69.0 70.0 66.0 74.0 58.0 81.0 62.0 69.0 77.0 80.0 74.0 45.0 71.0 79.0 65.0 80.0 54.0 58.0 51.0 9.0 14.0 12.0 6.0 10.0 30.8 2018.0 2023 5.0 Midfield
481 198784 A. Oxlade-Chamberlain 24 England 80 85 Liverpool 19.5 94.0 2125 Right 2.0 4.0 4.0 High/ High Stocky Yes CM 2017-08-31 2022-01-01 69 154 75 75 75 82 81 81 81 82 82 82 82 82 80 80 80 82 78 77 77 77 78 75 70 70 70 75 78.0 69.0 39.0 80.0 58.0 84.0 73.0 60.0 75.0 84.0 84.0 85.0 81.0 78.0 88.0 80.0 69.0 82.0 72.0 76.0 77.0 72.0 79.0 81.0 69.0 77.0 67.0 70.0 66.0 16.0 9.0 6.0 9.0 9.0 38.5 2017.0 2022 5.0 Midfield
470 202335 E. Dier 24 England 80 84 Tottenham Hotspur 16.5 73.0 2033 Right 2.0 3.0 2.0 Medium/ High Normal Yes CDM 2014-08-02 2021-01-01 74 198 69 69 69 67 68 68 68 67 69 69 69 69 74 74 74 69 77 81 81 81 77 78 83 83 83 78 67.0 52.0 82.0 77.0 51.0 65.0 60.0 74.0 78.0 70.0 62.0 68.0 52.0 78.0 38.0 82.0 77.0 78.0 89.0 72.0 91.0 81.0 53.0 67.0 70.0 77.0 82.0 81.0 83.0 11.0 14.0 6.0 13.0 9.0 31.8 2014.0 2021 7.0 Midfield
182 203574 J. Stones 24 England 83 87 Manchester City 28.5 125.0 1858 Right 2.0 4.0 3.0 High/ Medium Lean Yes RCB 2016-08-09 2022-01-01 74 154 61 61 61 66 65 65 65 66 68 68 68 70 74 74 74 70 79 82 82 82 79 80 83 83 83 80 62.0 29.0 83.0 81.0 27.0 69.0 47.0 29.0 74.0 80.0 67.0 71.0 61.0 82.0 59.0 46.0 75.0 79.0 77.0 38.0 79.0 81.0 48.0 67.0 44.0 80.0 85.0 85.0 82.0 7.0 15.0 11.0 10.0 8.0 54.9 2016.0 2022 6.0 Defending
60 202652 R. Sterling 23 England 86 89 Manchester City 56.5 195.0 2036 Right 3.0 3.0 4.0 High/ Medium Lean Yes RW 2015-07-14 2023-01-01 67 152 79 79 79 87 86 86 86 87 86 86 86 87 80 80 80 87 72 66 66 66 72 69 55 55 55 69 77.0 77.0 38.0 84.0 67.0 88.0 70.0 63.0 69.0 87.0 95.0 92.0 93.0 87.0 93.0 73.0 57.0 78.0 52.0 73.0 38.0 30.0 87.0 77.0 69.0 77.0 47.0 58.0 54.0 15.0 12.0 12.0 15.0 9.0 108.8 2015.0 2023 8.0 Attacking
12497 237169 C. Bramall 22 England 63 70 Arsenal 425 12.0 1659 Left 1.0 2.0 2.0 High/ Medium Lean No LB 2017-01-09 2019-01-01 70 159 56 56 56 62 60 60 60 62 60 60 60 63 59 59 59 63 64 60 60 60 64 63 59 59 59 63 58.0 36.0 45.0 60.0 37.0 63.0 48.0 44.0 58.0 62.0 88.0 88.0 74.0 55.0 67.0 55.0 64.0 64.0 56.0 58.0 59.0 59.0 53.0 50.0 34.0 52.0 56.0 57.0 59.0 11.0 8.0 7.0 14.0 12.0 893 2017.0 2019 2.0 Defending
117 211117 D. Alli 22 England 84 90 Tottenham Hotspur 42.5 115.0 2189 Right 3.0 3.0 4.0 High/ High Lean Yes LCM 2015-02-02 2024-01-01 74 176 84 84 84 84 85 85 85 84 86 86 86 84 86 86 86 84 79 81 81 81 79 78 76 76 76 78 69.0 83.0 77.0 85.0 79.0 83.0 75.0 68.0 80.0 85.0 73.0 76.0 76.0 85.0 62.0 78.0 67.0 90.0 71.0 80.0 84.0 74.0 86.0 85.0 74.0 86.0 70.0 70.0 63.0 7.0 6.0 9.0 11.0 8.0 87.1 2015.0 2024 9.0 Midfield
1495 228295 R. Holding 22 England 76 83 Arsenal 9.5 64.0 1694 Right 1.0 3.0 2.0 Medium/ Medium Lean Yes CB 2016-07-26 2022-01-01 74 165 55 55 55 57 57 57 57 57 59 59 59 61 64 64 64 61 70 73 73 73 70 72 77 77 77 72 52.0 30.0 75.0 72.0 27.0 62.0 33.0 30.0 61.0 67.0 58.0 61.0 58.0 70.0 67.0 48.0 75.0 68.0 76.0 27.0 72.0 77.0 40.0 57.0 38.0 79.0 77.0 78.0 76.0 14.0 11.0 10.0 14.0 13.0 20 2016.0 2022 6.0 Defending
1129 222400 H. Winks 22 England 77 85 Tottenham Hotspur 13 66.0 1940 Right 1.0 3.0 3.0 High/ Medium Normal Yes CM 2014-07-01 2023-01-01 69 163 67 67 67 74 73 73 73 74 76 76 76 76 78 78 78 76 74 75 75 75 74 72 68 68 68 72 65.0 54.0 50.0 83.0 50.0 77.0 71.0 60.0 78.0 80.0 75.0 70.0 73.0 76.0 78.0 63.0 51.0 78.0 63.0 62.0 58.0 69.0 64.0 80.0 51.0 80.0 70.0 71.0 64.0 8.0 11.0 14.0 13.0 10.0 26.7 2014.0 2023 9.0 Midfield
1085 213666 R. Loftus-Cheek 22 England 77 85 Chelsea 13 76.0 1947 Right 1.0 3.0 4.0 Medium/ Low Normal Yes CM 2013-06-03 2021-01-01 75 194 72 72 72 75 76 76 76 75 78 78 78 77 78 78 78 77 70 73 73 73 70 68 68 68 68 68 62.0 63.0 58.0 83.0 54.0 82.0 58.0 57.0 81.0 81.0 68.0 74.0 73.0 64.0 67.0 64.0 59.0 75.0 80.0 60.0 79.0 57.0 79.0 79.0 45.0 78.0 59.0 67.0 61.0 11.0 7.0 12.0 15.0 13.0 26.7 2013.0 2021 8.0 Midfield
454 205988 L. Shaw 22 England 80 85 Manchester United 16.5 96.0 2047 Left 2.0 2.0 3.0 High/ Medium Stocky Yes LB 2014-06-27 2023-01-01 71 165 71 71 71 76 74 74 74 76 75 75 75 78 75 75 75 78 81 78 78 78 81 80 78 78 78 80 82.0 47.0 70.0 78.0 54.0 82.0 63.0 58.0 68.0 80.0 83.0 85.0 74.0 77.0 74.0 65.0 73.0 77.0 75.0 50.0 76.0 77.0 73.0 69.0 53.0 73.0 77.0 80.0 78.0 10.0 12.0 13.0 7.0 7.0 31.8 2014.0 2023 9.0 Defending
15627 242085 M. Virtue 21 England 59 71 Liverpool 250 8.0 1623 Right 1.0 3.0 2.0 Medium/ Medium Lean No CDM 2017-03-31 2019-01-01 69 146 53 53 53 56 55 55 55 56 57 57 57 57 58 58 58 57 58 59 59 59 58 59 58 58 58 59 45.0 42.0 49.0 64.0 40.0 54.0 41.0 42.0 63.0 57.0 70.0 68.0 77.0 58.0 80.0 63.0 69.0 56.0 50.0 47.0 67.0 52.0 38.0 50.0 56.0 55.0 49.0 62.0 61.0 5.0 9.0 13.0 12.0 14.0 525 2017.0 2019 2.0 Midfield
14036 240926 N. Phillips 21 England 61 74 Liverpool 425 9.0 1350 Right 1.0 3.0 2.0 Medium/ High Lean No CB 2017-08-01 2021-01-01 74 154 43 43 43 40 41 41 41 40 42 42 42 43 47 47 47 43 53 56 56 56 53 56 61 61 61 56 30.0 23.0 62.0 56.0 30.0 33.0 29.0 35.0 45.0 40.0 52.0 52.0 42.0 56.0 57.0 45.0 64.0 59.0 70.0 21.0 60.0 58.0 25.0 39.0 45.0 55.0 58.0 62.0 59.0 9.0 6.0 6.0 12.0 10.0 1.1 2017.0 2021 4.0 Defending
755 225100 J. Gomez 21 England 78 88 Liverpool 14.5 61.0 1742 Right 1.0 3.0 3.0 Medium/ Medium Normal Yes CB 2015-06-20 2024-01-01 74 170 58 58 58 64 61 61 61 64 62 62 62 67 65 65 65 67 77 74 74 74 77 78 78 78 78 78 69.0 26.0 68.0 72.0 24.0 67.0 41.0 29.0 57.0 68.0 80.0 83.0 64.0 77.0 66.0 41.0 66.0 74.0 80.0 26.0 70.0 81.0 51.0 52.0 26.0 69.0 78.0 80.0 77.0 8.0 13.0 14.0 7.0 7.0 30.5 2015.0 2024 9.0 Defending
10172 232250 L. Amos 21 England 65 79 Tottenham Hotspur 1.2 13.0 1711 Left 1.0 4.0 3.0 Medium/ Medium Lean No CM 2015-07-01 2021-01-01 70 159 56 56 56 61 60 60 60 61 63 63 63 63 66 66 66 63 64 66 66 66 64 63 62 62 62 63 57.0 44.0 44.0 70.0 36.0 61.0 54.0 48.0 67.0 62.0 59.0 64.0 67.0 60.0 71.0 57.0 65.0 72.0 62.0 62.0 66.0 57.0 48.0 70.0 45.0 63.0 62.0 66.0 61.0 11.0 8.0 14.0 12.0 9.0 2.9 2015.0 2021 6.0 Midfield
5949 227927 K. Walker-Peters 21 England 69 80 Tottenham Hotspur 1.6 21.0 1695 Right 1.0 4.0 3.0 High/ Medium Lean Yes RB 2015-07-01 2023-01-01 69 141 56 56 56 64 60 60 60 64 62 62 62 65 63 63 63 65 69 67 67 67 69 69 68 68 68 69 69.0 35.0 62.0 66.0 25.0 69.0 50.0 31.0 60.0 68.0 77.0 72.0 69.0 60.0 81.0 31.0 74.0 66.0 59.0 41.0 70.0 64.0 60.0 48.0 32.0 66.0 70.0 70.0 69.0 9.0 8.0 7.0 11.0 12.0 3.2 2015.0 2023 8.0 Defending
14537 228053 S. Harrison 20 England 61 72 Tottenham Hotspur 450 10.0 1473 Left 1.0 3.0 3.0 High/ Medium Lean No ST 2015-12-24 2019-01-01 72 150 62 62 62 61 61 61 61 61 59 59 59 59 51 51 51 59 43 40 40 40 43 41 37 37 37 41 45.0 62.0 57.0 51.0 47.0 61.0 42.0 27.0 41.0 59.0 75.0 73.0 73.0 59.0 70.0 57.0 65.0 63.0 62.0 50.0 49.0 14.0 61.0 47.0 63.0 52.0 21.0 16.0 12.0 11.0 7.0 10.0 12.0 11.0 923 2015.0 2019 4.0 Attacking
17451 224947 D. Grimshaw 20 England 54 68 Manchester City 120 6.0 1037 Right 1.0 2.0 1.0 Medium/ Medium Lean No GK 2016-08-31 2021-01-01 73 170 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 19.0 12.0 17.0 31.0 18.0 20.0 22.0 14.0 45.0 26.0 44.0 47.0 38.0 51.0 41.0 21.0 57.0 42.0 42.0 18.0 21.0 19.0 15.0 16.0 22.0 37.0 11.0 21.0 17.0 54.0 53.0 56.0 50.0 57.0 297 2016.0 2021 5.0 Goalkeeper
4763 225539 D. Solanke 20 England 70 84 Liverpool 3.9 37.0 1667 Right 1.0 3.0 3.0 High/ Medium Lean Yes ST 2017-07-10 2022-01-01 74 176 71 71 71 69 71 71 71 69 70 70 70 69 63 63 63 69 50 48 48 48 50 47 41 41 41 47 54.0 71.0 64.0 70.0 65.0 73.0 54.0 42.0 58.0 75.0 67.0 70.0 69.0 63.0 67.0 73.0 67.0 65.0 72.0 57.0 34.0 22.0 67.0 63.0 71.0 64.0 20.0 15.0 22.0 9.0 15.0 14.0 9.0 10.0 9.9 2017.0 2022 5.0 Attacking
319 231677 M. Rashford 20 England 81 89 Manchester United 27 110.0 2062 Right 2.0 4.0 4.0 High/ Medium Lean Yes LW 2014-07-01 2020-01-01 73 154 81 81 81 82 82 82 82 82 80 80 80 81 74 74 74 81 65 61 61 61 65 62 55 55 55 62 75.0 78.0 71.0 75.0 72.0 83.0 77.0 78.0 65.0 80.0 90.0 93.0 88.0 79.0 77.0 87.0 68.0 79.0 71.0 77.0 70.0 42.0 81.0 74.0 74.0 73.0 32.0 40.0 33.0 11.0 6.0 15.0 7.0 14.0 55.4 2014.0 2020 6.0 Attacking
4719 225782 A. Maitland-Niles 20 England 71 84 Arsenal 4.5 38.0 1836 Right 1.0 3.0 3.0 Medium/ Medium Lean Yes CM 2014-10-24 2019-01-01 70 157 66 66 66 72 71 71 71 72 72 72 72 72 71 71 71 72 70 69 69 69 70 68 63 63 63 68 64.0 56.0 38.0 74.0 44.0 73.0 60.0 36.0 69.0 72.0 82.0 85.0 76.0 69.0 70.0 65.0 55.0 69.0 66.0 62.0 58.0 66.0 66.0 70.0 54.0 77.0 57.0 66.0 60.0 15.0 9.0 7.0 10.0 13.0 11.4 2014.0 2019 5.0 Midfield
10461 237698 C. Gribbin 19 England 65 80 Manchester United 1.2 11.0 1669 Left 1.0 3.0 3.0 Medium/ Medium Lean Yes CAM 2015-07-27 2019-01-01 72 159 63 63 63 66 65 65 65 66 66 66 66 66 63 63 63 66 56 53 53 53 56 53 47 47 47 53 62.0 54.0 54.0 66.0 44.0 69.0 64.0 72.0 63.0 67.0 70.0 68.0 62.0 60.0 66.0 65.0 54.0 65.0 60.0 62.0 50.0 42.0 62.0 64.0 56.0 58.0 22.0 35.0 40.0 7.0 11.0 12.0 7.0 14.0 2.9 2015.0 2019 4.0 Midfield
11422 237160 R. Williams 19 England 64 79 Manchester United 875 8.0 1479 Right 1.0 3.0 2.0 Medium/ Medium Normal Yes CB 2016-01-01 2019-01-01 72 165 48 48 48 49 48 48 48 49 50 50 50 50 51 51 51 50 57 59 59 59 57 59 64 64 64 59 32.0 27.0 63.0 58.0 37.0 51.0 35.0 36.0 55.0 50.0 72.0 74.0 58.0 52.0 59.0 43.0 65.0 41.0 68.0 30.0 66.0 56.0 29.0 43.0 49.0 51.0 63.0 68.0 66.0 7.0 5.0 6.0 6.0 9.0 2.2 2016.0 2019 3.0 Defending
16216 233442 J. Osei-Tutu 19 England 58 74 Arsenal 240 4.0 1464 Right 1.0 3.0 2.0 Medium/ Medium Lean No RB 2015-10-06 2021-01-01 70 159 50 50 50 53 51 51 51 53 50 50 50 54 49 49 49 54 58 53 53 53 58 58 56 56 56 58 49.0 37.0 44.0 46.0 29.0 50.0 43.0 34.0 30.0 52.0 74.0 78.0 55.0 58.0 65.0 33.0 62.0 65.0 63.0 35.0 58.0 56.0 49.0 44.0 42.0 48.0 52.0 54.0 56.0 10.0 13.0 7.0 11.0 10.0 606 2015.0 2021 6.0 Defending
11765 236988 E. Nketiah 19 England 64 84 Arsenal 975 10.0 1527 Right 1.0 3.0 3.0 Medium/ Medium Lean No ST 2015-07-01 2021-01-01 69 154 65 65 65 64 65 65 65 64 63 63 63 62 55 55 55 62 44 41 41 41 44 42 36 36 36 42 33.0 66.0 51.0 54.0 56.0 65.0 43.0 38.0 46.0 62.0 87.0 82.0 76.0 66.0 72.0 60.0 73.0 54.0 56.0 59.0 43.0 16.0 65.0 52.0 57.0 60.0 14.0 19.0 15.0 12.0 10.0 11.0 9.0 5.0 2.8 2015.0 2021 6.0 Attacking
12545 240510 J. Bohui 19 England 63 76 Manchester United 700 10.0 1556 Right 1.0 3.0 3.0 High/ High Lean Yes ST 2016-08-07 2019-01-01 69 165 63 63 63 64 64 64 64 64 63 63 63 62 54 54 54 62 46 43 43 43 46 43 39 39 39 43 45.0 62.0 51.0 58.0 48.0 62.0 48.0 42.0 35.0 65.0 75.0 78.0 71.0 59.0 73.0 59.0 66.0 62.0 64.0 59.0 66.0 21.0 64.0 57.0 64.0 57.0 20.0 16.0 16.0 9.0 7.0 10.0 13.0 11.0 1.7 2016.0 2019 3.0 Attacking
13814 223963 C. Humphreys-Grant 19 England 62 77 Manchester City 600 6.0 1507 Right 1.0 2.0 2.0 Medium/ Medium Normal Yes CB 2015-08-24 2023-01-01 74 176 49 49 49 50 49 49 49 50 49 49 49 52 52 52 52 52 58 58 58 58 58 60 62 62 62 60 48.0 24.0 60.0 55.0 26.0 45.0 33.0 35.0 51.0 50.0 65.0 66.0 63.0 56.0 63.0 44.0 76.0 65.0 71.0 33.0 56.0 54.0 50.0 39.0 40.0 46.0 61.0 65.0 58.0 7.0 14.0 16.0 12.0 6.0 1.5 2015.0 2023 8.0 Defending
14545 235736 K. Sterling 19 England 61 75 Tottenham Hotspur 550 7.0 1478 Right 1.0 2.0 3.0 Medium/ Medium Normal No ST 2017-07-01 2021-01-01 71 146 62 62 62 59 60 60 60 59 57 57 57 56 47 47 47 56 41 37 37 37 41 40 36 36 36 40 36.0 67.0 46.0 43.0 61.0 57.0 53.0 58.0 30.0 59.0 77.0 75.0 70.0 57.0 73.0 61.0 64.0 48.0 54.0 63.0 42.0 15.0 64.0 42.0 55.0 48.0 32.0 13.0 19.0 7.0 5.0 12.0 11.0 9.0 1.4 2017.0 2021 4.0 Attacking
735 231281 T. Alexander-Arnold 19 England 78 88 Liverpool 14 36.0 2025 Right 1.0 3.0 3.0 High/ Medium Lean Yes RB 2015-10-07 2021-01-01 71 152 68 68 68 73 71 71 71 73 73 73 73 75 74 74 74 75 78 76 76 76 78 77 73 73 73 77 83.0 56.0 59.0 76.0 41.0 72.0 74.0 74.0 75.0 72.0 82.0 79.0 74.0 75.0 74.0 70.0 66.0 79.0 62.0 63.0 73.0 76.0 62.0 72.0 55.0 74.0 75.0 76.0 74.0 14.0 15.0 14.0 6.0 7.0 29.4 2015.0 2021 6.0 Defending
14521 236239 A. Whiteman 19 England 61 75 Tottenham Hotspur 450 3.0 941 Right 1.0 2.0 1.0 Medium/ Medium Lean Yes GK 2015-07-01 2020-01-01 73 168 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 14.0 9.0 14.0 27.0 8.0 12.0 12.0 10.0 25.0 23.0 34.0 28.0 31.0 44.0 41.0 17.0 65.0 26.0 48.0 9.0 25.0 12.0 4.0 39.0 11.0 42.0 21.0 13.0 14.0 65.0 60.0 56.0 60.0 64.0 1.1 2015.0 2020 5.0 Goalkeeper
13999 237329 J. Willock 18 England 61 79 Arsenal 525 7.0 1618 Right 1.0 3.0 3.0 Medium/ Medium Lean No CM 2016-07-01 2022-01-01 72 157 55 55 55 59 59 59 59 59 61 61 61 61 61 61 61 61 59 60 60 60 59 58 56 56 56 58 44.0 36.0 41.0 64.0 42.0 62.0 51.0 46.0 62.0 62.0 68.0 74.0 70.0 54.0 72.0 58.0 55.0 63.0 62.0 46.0 55.0 56.0 58.0 64.0 47.0 60.0 54.0 55.0 51.0 11.0 6.0 12.0 8.0 9.0 1.3 2016.0 2022 6.0 Midfield
14197 233051 L. Bolton 18 England 61 79 Manchester City 525 7.0 1652 Right 1.0 3.0 3.0 High/ High Normal No RM 2016-10-07 2020-01-01 69 159 58 58 58 62 60 60 60 62 60 60 60 62 57 57 57 62 60 58 58 58 60 60 58 58 58 60 62.0 50.0 51.0 59.0 32.0 57.0 61.0 39.0 51.0 62.0 82.0 78.0 75.0 52.0 69.0 56.0 61.0 54.0 61.0 46.0 65.0 59.0 58.0 55.0 56.0 52.0 59.0 55.0 43.0 12.0 6.0 9.0 11.0 6.0 1.3 2016.0 2020 4.0 Midfield
16403 233048 T. Dele-Bashiru 18 England 57 76 Manchester City 210 6.0 1601 Right 1.0 2.0 2.0 Medium/ Medium Normal Yes CM 2017-08-15 2019-01-01 70 150 57 57 57 58 58 58 58 58 59 59 59 58 57 57 57 58 56 57 57 57 56 56 56 56 56 56 39.0 49.0 48.0 60.0 47.0 59.0 42.0 49.0 56.0 56.0 70.0 71.0 73.0 54.0 71.0 53.0 66.0 59.0 61.0 43.0 57.0 51.0 57.0 54.0 55.0 49.0 52.0 53.0 49.0 6.0 11.0 13.0 7.0 10.0 520 2017.0 2019 2.0 Midfield
14646 238075 M. Taylor-Crossdale 18 England 61 79 Chelsea 525 8.0 1490 Right 1.0 3.0 3.0 High/ Medium Lean No ST 2016-12-28 2019-01-01 73 170 62 62 62 61 62 62 62 61 61 61 61 59 54 54 54 59 44 42 42 42 44 42 39 39 39 42 42.0 62.0 51.0 56.0 60.0 65.0 56.0 37.0 41.0 63.0 65.0 72.0 60.0 60.0 60.0 70.0 55.0 50.0 66.0 60.0 40.0 16.0 46.0 60.0 69.0 56.0 28.0 21.0 17.0 7.0 8.0 8.0 11.0 8.0 1.3 2016.0 2019 3.0 Attacking
2903 237692 P. Foden 18 England 73 88 Manchester City 8 36.0 1835 Left 1.0 3.0 3.0 Medium/ Medium Lean Yes CAM 2016-07-01 2024-01-01 67 130 67 67 67 73 72 72 72 73 74 74 74 73 72 72 72 73 66 66 66 66 66 64 58 58 58 64 64.0 61.0 47.0 76.0 43.0 73.0 68.0 53.0 70.0 76.0 78.0 71.0 86.0 68.0 86.0 70.0 50.0 70.0 45.0 61.0 62.0 58.0 68.0 74.0 44.0 73.0 56.0 58.0 47.0 8.0 15.0 6.0 10.0 13.0 19.8 2016.0 2024 8.0 Midfield
1004 233049 J. Sancho 18 England 77 89 Borussia Dortmund 14.5 22.0 1785 Right 1.0 3.0 5.0 Medium/ Medium Lean No RM 2017-08-31 2022-01-01 71 168 71 71 71 79 77 77 77 79 77 77 77 78 69 69 69 78 60 54 54 54 60 56 44 44 44 56 68.0 70.0 38.0 74.0 65.0 86.0 75.0 48.0 54.0 85.0 88.0 86.0 90.0 76.0 87.0 64.0 49.0 66.0 52.0 48.0 39.0 26.0 68.0 75.0 57.0 64.0 30.0 33.0 36.0 7.0 11.0 10.0 11.0 13.0 27.6 2017.0 2022 5.0 Midfield
13503 238460 R. Brewster 18 England 62 84 Liverpool 700 8.0 1501 Right 1.0 3.0 3.0 High/ Medium Lean Yes ST 2017-04-01 2023-01-01 69 165 62 62 62 63 62 62 62 63 61 61 61 61 53 53 53 61 43 39 39 39 43 41 35 35 35 41 50.0 66.0 55.0 50.0 51.0 60.0 41.0 50.0 48.0 59.0 78.0 76.0 76.0 60.0 77.0 54.0 68.0 57.0 55.0 55.0 40.0 12.0 64.0 54.0 55.0 58.0 14.0 17.0 17.0 7.0 12.0 10.0 8.0 5.0 2 2017.0 2023 6.0 Attacking
11347 237139 T. Oakley-Boothe 18 England 64 81 Tottenham Hotspur 925 7.0 1615 Right 1.0 3.0 3.0 Medium/ Medium Lean Yes CM 2017-07-01 2021-01-01 72 150 54 54 54 59 58 58 58 59 61 61 61 62 64 64 64 62 62 65 65 65 62 62 61 61 61 62 48.0 39.0 45.0 72.0 34.0 60.0 56.0 55.0 70.0 65.0 63.0 67.0 53.0 55.0 51.0 44.0 59.0 65.0 60.0 36.0 59.0 61.0 56.0 60.0 52.0 65.0 60.0 64.0 55.0 13.0 7.0 9.0 14.0 8.0 2.3 2017.0 2021 4.0 Midfield
8191 240507 A. Gomes 17 England 67 87 Manchester United 1.5 15.0 1722 Right 1.0 4.0 4.0 Medium/ Medium Lean Yes CAM 2016-07-01 2021-01-01 63 134 62 62 62 68 66 66 66 68 68 68 68 67 64 64 64 67 55 53 53 53 55 53 45 45 45 53 61.0 61.0 51.0 67.0 57.0 68.0 65.0 68.0 65.0 68.0 75.0 69.0 83.0 62.0 90.0 61.0 55.0 57.0 32.0 64.0 42.0 37.0 58.0 68.0 66.0 69.0 36.0 38.0 35.0 14.0 15.0 14.0 6.0 14.0 4.3 2016.0 2021 5.0 Midfield
13961 242434 C. Jones 17 England 61 82 Liverpool 550 7.0 1639 Right 1.0 3.0 3.0 High/ Medium Lean No CM 2018-02-01 2021-01-01 72 150 60 60 60 63 62 62 62 63 64 64 64 62 61 61 61 62 56 57 57 57 56 55 53 53 53 55 54.0 56.0 50.0 64.0 53.0 65.0 54.0 47.0 61.0 65.0 64.0 63.0 73.0 58.0 71.0 60.0 57.0 53.0 51.0 55.0 65.0 44.0 55.0 64.0 50.0 62.0 47.0 49.0 47.0 6.0 13.0 7.0 11.0 7.0 1.6 2018.0 2021 3.0 Midfield
15157 240334 Z. Medley 17 England 60 78 Arsenal 375 5.0 1355 Right 1.0 3.0 2.0 Medium/ High Lean No CB 2017-08-02 2019-01-01 76 165 42 42 42 40 41 41 41 40 41 41 41 42 45 45 45 42 54 55 55 55 54 56 61 61 61 56 34.0 25.0 55.0 43.0 35.0 34.0 34.0 29.0 37.0 41.0 54.0 49.0 49.0 56.0 57.0 41.0 70.0 58.0 63.0 27.0 48.0 60.0 32.0 37.0 43.0 50.0 61.0 70.0 63.0 10.0 11.0 5.0 10.0 14.0 947 2017.0 2019 2.0 Defending
15322 241160 G. McEachran 17 England 59 81 Chelsea 350 6.0 1516 Left 1.0 3.0 3.0 Medium/ Medium Lean No CAM 2017-08-30 2019-01-01 69 143 51 51 51 58 56 56 56 58 59 59 59 59 59 59 59 59 54 54 54 54 54 53 48 48 48 53 55.0 40.0 40.0 66.0 46.0 58.0 58.0 53.0 61.0 61.0 64.0 60.0 73.0 50.0 74.0 47.0 48.0 54.0 36.0 32.0 49.0 35.0 53.0 64.0 50.0 63.0 38.0 55.0 52.0 8.0 14.0 7.0 10.0 5.0 998 2017.0 2019 2.0 Midfield
11585 241042 O. Skipp 17 England 64 83 Tottenham Hotspur 800 6.0 1610 Right 1.0 3.0 2.0 Medium/ High Normal No CDM 2017-09-16 2021-01-01 69 154 54 54 54 57 56 56 56 57 58 58 58 60 61 61 61 60 63 65 65 65 63 63 62 62 62 63 52.0 38.0 51.0 70.0 35.0 57.0 48.0 42.0 64.0 63.0 66.0 65.0 57.0 60.0 61.0 55.0 61.0 74.0 61.0 38.0 67.0 61.0 42.0 50.0 54.0 46.0 58.0 64.0 55.0 8.0 12.0 9.0 7.0 5.0 2 2017.0 2021 4.0 Midfield
15846 241159 M. Guehi 17 England 58 78 Chelsea 230 4.0 1329 Right 1.0 2.0 2.0 Medium/ Medium Normal No CB 2017-07-13 2020-01-01 72 165 42 42 42 40 40 40 40 40 39 39 39 42 42 42 42 42 52 53 53 53 52 55 58 58 58 55 33.0 24.0 56.0 48.0 32.0 34.0 29.0 32.0 41.0 40.0 58.0 60.0 53.0 47.0 58.0 49.0 65.0 56.0 61.0 21.0 55.0 57.0 28.0 27.0 34.0 40.0 60.0 60.0 59.0 8.0 9.0 11.0 12.0 12.0 656 2017.0 2020 3.0 Defending
11579 240273 E. Smith Rowe 17 England 64 85 Arsenal 975 10.0 1604 Right 1.0 3.0 4.0 High/ Medium Lean No LW 2017-07-31 2019-01-01 72 141 61 61 61 66 64 64 64 66 64 64 64 65 57 57 57 65 52 47 47 47 52 49 40 40 40 49 60.0 61.0 36.0 59.0 55.0 67.0 67.0 58.0 49.0 67.0 78.0 79.0 73.0 53.0 68.0 69.0 47.0 61.0 44.0 60.0 39.0 24.0 58.0 59.0 64.0 60.0 37.0 30.0 31.0 11.0 8.0 14.0 8.0 10.0 2.8 2017.0 2019 2.0 Attacking
5121 240740 C. Hudson-Odoi 17 England 70 87 Chelsea 3.5 25.0 1720 Right 1.0 3.0 4.0 High/ Medium Lean No LW 2017-07-05 2020-01-01 70 165 66 66 66 71 69 69 69 71 70 70 70 70 63 63 63 70 55 51 51 51 55 52 45 45 45 52 62.0 60.0 53.0 69.0 52.0 77.0 63.0 64.0 63.0 72.0 86.0 84.0 84.0 62.0 71.0 60.0 54.0 57.0 69.0 57.0 50.0 23.0 61.0 63.0 55.0 64.0 22.0 33.0 36.0 14.0 13.0 11.0 15.0 5.0 8.7 2017.0 2020 3.0 Attacking
21 221 156616 F. Ribéry 35 France 83 83 FC Bayern München 11.5 72.0 1929 Right 4.0 4.0 5.0 Medium/ Medium Normal Yes LM 2007-07-01 2019-01-01 67 159 77 77 77 83 82 82 82 83 84 84 84 83 77 77 77 83 62 60 60 60 62 57 46 46 46 57 80.0 74.0 41.0 83.0 79.0 84.0 83.0 81.0 74.0 87.0 78.0 78.0 84.0 83.0 90.0 75.0 34.0 58.0 60.0 71.0 51.0 33.0 77.0 84.0 78.0 85.0 31.0 25.0 26.0 15.0 6.0 9.0 7.0 10.0 19 2007.0 2019 12.0 Midfield
535 163711 L. Diarra 33 France 80 80 Paris Saint-Germain 6 75.0 1968 Right 3.0 3.0 3.0 Medium/ High Normal Yes CDM 2018-01-23 2019-01-01 69 163 65 65 65 70 70 70 70 70 73 73 73 72 77 77 77 72 79 81 81 81 79 79 78 78 78 79 60.0 38.0 59.0 79.0 37.0 73.0 57.0 41.0 75.0 80.0 69.0 69.0 79.0 77.0 87.0 74.0 76.0 85.0 68.0 67.0 77.0 80.0 50.0 73.0 49.0 83.0 78.0 79.0 81.0 9.0 5.0 12.0 10.0 15.0 11.1 2018.0 2019 1.0 Midfield
311 165229 L. Koscielny 32 France 82 82 Arsenal 12.5 115.0 1807 Right 3.0 3.0 2.0 Medium/ High Lean Yes CB 2010-07-07 2020-01-01 73 165 60 60 60 61 61 61 61 61 63 63 63 63 68 68 68 63 74 78 78 78 74 77 83 83 83 77 52.0 32.0 80.0 76.0 35.0 62.0 22.0 49.0 69.0 66.0 64.0 66.0 65.0 76.0 61.0 54.0 78.0 62.0 75.0 47.0 86.0 84.0 41.0 56.0 51.0 75.0 80.0 84.0 83.0 13.0 11.0 9.0 11.0 7.0 23.8 2010.0 2020 10.0 Defending
304 178509 O. Giroud 31 France 82 82 Chelsea 20 140.0 1927 Left 3.0 3.0 3.0 Medium/ Medium Normal Yes ST 2018-01-31 2019-01-01 76 203 82 82 82 75 79 79 79 75 77 77 77 74 74 74 74 74 58 62 62 62 58 55 59 59 59 55 64.0 83.0 90.0 79.0 82.0 70.0 70.0 65.0 58.0 83.0 43.0 50.0 57.0 83.0 54.0 85.0 84.0 62.0 88.0 74.0 76.0 42.0 83.0 76.0 83.0 78.0 37.0 37.0 20.0 12.0 15.0 11.0 6.0 5.0 37 2018.0 2019 1.0 Attacking
37 167948 H. Lloris 31 France 88 88 Tottenham Hotspur 36 150.0 1335 Left 4.0 1.0 1.0 Medium/ Medium Lean Yes GK 2012-08-01 2022-01-01 74 181 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 10.0 10.0 50.0 11.0 10.0 11.0 10.0 50.0 34.0 65.0 62.0 55.0 85.0 54.0 23.0 74.0 41.0 43.0 14.0 31.0 27.0 10.0 30.0 40.0 65.0 29.0 10.0 18.0 88.0 84.0 68.0 83.0 92.0 66.6 2012.0 2022 10.0 Goalkeeper
103 170890 B. Matuidi 31 France 85 85 Juventus 26 145.0 2196 Left 3.0 2.0 2.0 High/ High Lean Yes LM 2017-08-18 2020-01-01 71 165 77 77 77 79 79 79 79 79 80 80 80 81 82 82 82 81 86 86 86 86 86 85 84 84 84 85 75.0 64.0 68.0 83.0 72.0 78.0 65.0 52.0 77.0 79.0 79.0 77.0 83.0 84.0 79.0 78.0 84.0 94.0 76.0 70.0 86.0 86.0 72.0 76.0 56.0 82.0 85.0 84.0 86.0 8.0 11.0 5.0 10.0 14.0 42.9 2017.0 2020 3.0 Midfield
105 165153 K. Benzema 30 France 85 85 Real Madrid 37 240.0 2000 Right 4.0 4.0 4.0 Medium/ Low Normal Yes ST 2009-07-09 2021-01-01 73 179 84 84 84 84 85 85 85 84 84 84 84 83 76 76 76 83 60 59 59 59 60 56 52 52 52 56 75.0 81.0 80.0 83.0 82.0 83.0 79.0 73.0 62.0 86.0 76.0 76.0 76.0 83.0 66.0 81.0 73.0 75.0 80.0 75.0 65.0 22.0 86.0 85.0 82.0 79.0 47.0 15.0 12.0 13.0 11.0 5.0 5.0 7.0 75.9 2009.0 2021 12.0 Attacking
287 187936 S. Nzonzi 29 France 82 82 Roma 17 77.0 2006 Right 2.0 3.0 2.0 Medium/ Medium Lean Yes CDM 2018-08-14 2022-01-01 77 165 74 74 74 70 74 74 74 70 74 74 74 72 79 79 79 72 76 83 83 83 76 77 83 83 83 77 59.0 64.0 79.0 79.0 55.0 72.0 73.0 42.0 77.0 81.0 44.0 55.0 36.0 81.0 31.0 79.0 75.0 86.0 92.0 66.0 87.0 84.0 70.0 77.0 57.0 85.0 81.0 80.0 76.0 7.0 16.0 16.0 16.0 13.0 28.9 2018.0 2022 4.0 Midfield
1015 183394 M. Sissoko 28 France 77 77 Tottenham Hotspur 9 79.0 2138 Right 2.0 2.0 3.0 Medium/ Medium Normal Yes CM 2016-08-31 2021-01-01 74 201 78 78 78 78 78 78 78 78 77 77 77 79 78 78 78 79 79 78 78 78 79 78 77 77 77 78 75.0 69.0 70.0 79.0 64.0 82.0 75.0 74.0 74.0 77.0 79.0 81.0 67.0 74.0 58.0 85.0 78.0 87.0 88.0 70.0 80.0 78.0 76.0 71.0 60.0 75.0 70.0 75.0 71.0 14.0 8.0 11.0 10.0 8.0 16.7 2016.0 2021 5.0 Midfield
17 194765 A. Griezmann 27 France 89 90 Atlético Madrid 78 145.0 2246 Left 4.0 3.0 4.0 High/ High Lean Yes CAM 2014-07-28 2023-01-01 69 161 89 89 89 90 90 90 90 90 89 89 89 89 83 83 83 89 73 70 70 70 73 70 64 64 64 70 82.0 90.0 84.0 83.0 87.0 88.0 84.0 78.0 76.0 90.0 88.0 85.0 90.0 90.0 80.0 80.0 90.0 83.0 62.0 82.0 69.0 35.0 91.0 83.0 79.0 87.0 59.0 47.0 48.0 14.0 8.0 14.0 13.0 14.0 165.8 2014.0 2023 9.0 Midfield
1304 190531 E. Mangala 27 France 76 78 Manchester City 7.5 84.0 1745 Left 2.0 4.0 2.0 Medium/ High Normal Yes CB 2014-08-11 2019-01-01 74 185 54 54 54 51 51 51 51 51 51 51 51 53 56 56 56 53 66 68 68 68 66 69 77 77 77 69 53.0 27.0 77.0 58.0 44.0 46.0 47.0 48.0 56.0 50.0 59.0 67.0 62.0 62.0 60.0 67.0 86.0 64.0 87.0 48.0 89.0 71.0 39.0 47.0 48.0 58.0 72.0 79.0 79.0 10.0 13.0 6.0 10.0 14.0 14.4 2014.0 2019 5.0 Defending
14 215914 N. Kanté 27 France 89 90 Chelsea 63 225.0 2189 Right 3.0 3.0 2.0 Medium/ High Lean Yes LDM 2016-07-16 2023-01-01 66 159 75 75 75 80 80 80 80 80 82 82 82 82 85 85 85 82 88 90 90 90 88 87 86 86 86 87 68.0 65.0 54.0 86.0 56.0 79.0 49.0 49.0 81.0 80.0 82.0 78.0 82.0 93.0 92.0 71.0 77.0 96.0 76.0 69.0 90.0 92.0 71.0 79.0 54.0 85.0 90.0 91.0 85.0 15.0 12.0 10.0 7.0 10.0 121.3 2016.0 2023 7.0 Midfield
87 193301 A. Lacazette 27 France 85 86 Arsenal 45 180.0 2060 Right 3.0 4.0 4.0 High/ High Normal Yes ST 2017-07-05 2022-01-01 69 161 85 85 85 84 86 86 86 84 84 84 84 82 77 77 77 82 65 63 63 63 65 62 57 57 57 62 64.0 88.0 73.0 80.0 81.0 85.0 74.0 71.0 59.0 83.0 81.0 84.0 85.0 85.0 85.0 83.0 76.0 79.0 73.0 75.0 70.0 42.0 86.0 76.0 84.0 85.0 29.0 42.0 30.0 11.0 6.0 9.0 5.0 6.0 88.9 2017.0 2022 5.0 Attacking
11498 203898 K. Rimane 27 France 64 66 Paris Saint-Germain 450 12.0 1603 Right 1.0 3.0 2.0 Medium/ Medium Normal No CB 2014-07-01 2020-01-01 71 174 48 48 48 51 50 50 50 51 53 53 53 53 56 56 56 53 59 62 62 62 59 60 65 65 65 60 41.0 24.0 57.0 66.0 36.0 50.0 48.0 48.0 57.0 53.0 65.0 64.0 69.0 55.0 63.0 49.0 82.0 60.0 74.0 39.0 67.0 49.0 32.0 52.0 45.0 60.0 66.0 66.0 65.0 13.0 9.0 10.0 16.0 13.0 866 2014.0 2020 6.0 Defending
1254 198949 K. Malcuit 26 France 76 77 Napoli 7.5 47.0 2009 Right 2.0 3.0 3.0 High/ Medium Normal No RB 2018-08-08 2022-01-01 70 170 71 71 71 75 73 73 73 75 73 73 73 76 73 73 73 76 77 75 75 75 77 76 74 74 74 76 78.0 66.0 63.0 76.0 56.0 78.0 58.0 47.0 69.0 75.0 80.0 87.0 76.0 70.0 70.0 66.0 72.0 77.0 76.0 56.0 77.0 71.0 66.0 66.0 55.0 67.0 72.0 74.0 75.0 12.0 13.0 12.0 9.0 11.0 13.3 2018.0 2022 4.0 Defending
631 201510 L. Kurzawa 25 France 79 82 Paris Saint-Germain 13 68.0 2110 Left 2.0 3.0 4.0 High/ Low Lean Yes LB 2015-08-27 2020-01-01 72 168 76 76 76 78 78 78 78 78 78 78 78 79 78 78 78 79 79 78 78 78 79 79 78 78 78 79 79.0 73.0 75.0 80.0 61.0 76.0 73.0 53.0 72.0 80.0 79.0 74.0 75.0 80.0 72.0 69.0 82.0 79.0 72.0 67.0 75.0 76.0 76.0 75.0 54.0 76.0 72.0 77.0 79.0 14.0 10.0 7.0 9.0 15.0 25 2015.0 2020 5.0 Defending
62 201535 R. Varane 25 France 86 91 Real Madrid 50 210.0 1895 Right 3.0 3.0 2.0 Medium/ High Lean Yes RCB 2011-07-01 2022-01-01 75 179 65 65 65 64 66 66 66 64 67 67 67 67 72 72 72 67 78 82 82 82 78 81 86 86 86 81 36.0 40.0 83.0 75.0 42.0 57.0 46.0 54.0 76.0 77.0 83.0 85.0 63.0 83.0 40.0 52.0 79.0 73.0 84.0 53.0 77.0 82.0 44.0 56.0 43.0 82.0 87.0 88.0 87.0 11.0 11.0 9.0 5.0 14.0 106.3 2011.0 2022 11.0 Defending
45 195864 P. Pogba 25 France 87 91 Manchester United 64 210.0 2247 Right 4.0 4.0 5.0 High/ Low Normal Yes RDM 2016-08-09 2021-01-01 76 185 84 84 84 85 85 85 85 85 86 86 86 86 87 87 87 86 80 81 81 81 80 78 77 77 77 78 80.0 73.0 73.0 86.0 85.0 87.0 84.0 82.0 90.0 90.0 71.0 79.0 74.0 81.0 64.0 90.0 83.0 88.0 89.0 81.0 78.0 66.0 81.0 87.0 81.0 87.0 66.0 70.0 68.0 5.0 6.0 2.0 4.0 3.0 123.2 2016.0 2021 5.0 Midfield
372 193105 A. Areola 25 France 81 85 Paris Saint-Germain 16.5 61.0 1266 Right 2.0 3.0 1.0 Medium/ Medium Normal Yes GK 2010-07-01 2019-01-01 77 207 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 20.0 19.0 14.0 41.0 16.0 12.0 16.0 16.0 32.0 22.0 54.0 52.0 53.0 77.0 58.0 25.0 59.0 28.0 80.0 14.0 26.0 23.0 17.0 34.0 25.0 64.0 11.0 18.0 12.0 83.0 78.0 70.0 77.0 84.0 31.8 2010.0 2019 9.0 Goalkeeper
113 212218 A. Laporte 24 France 84 88 Manchester City 34 135.0 1912 Left 2.0 3.0 2.0 Medium/ Medium Normal Yes LCB 2018-01-30 2023-01-01 74 187 66 66 66 63 65 65 65 63 65 65 65 66 72 72 72 66 77 81 81 81 77 79 84 84 84 79 58.0 45.0 85.0 76.0 40.0 59.0 61.0 69.0 78.0 73.0 62.0 66.0 45.0 83.0 55.0 68.0 75.0 67.0 82.0 47.0 75.0 85.0 54.0 57.0 44.0 77.0 85.0 86.0 87.0 10.0 11.0 5.0 14.0 5.0 65.5 2018.0 2023 5.0 Defending
42 205600 S. Umtiti 24 France 87 92 FC Barcelona 57 205.0 2147 Left 3.0 3.0 2.0 Medium/ High Normal Yes CB 2016-07-12 2023-01-01 72 165 73 73 73 72 72 72 72 72 72 72 72 73 76 76 76 73 83 84 84 84 83 84 87 87 87 84 69.0 51.0 79.0 81.0 70.0 69.0 72.0 62.0 73.0 77.0 71.0 73.0 68.0 82.0 66.0 83.0 89.0 78.0 84.0 74.0 81.0 87.0 58.0 58.0 61.0 82.0 90.0 89.0 86.0 15.0 10.0 14.0 12.0 15.0 121.1 2016.0 2023 7.0 Defending
434 219809 T. Bakayoko 23 France 80 85 Milan 17 85.0 1928 Right 2.0 3.0 3.0 Medium/ Medium Lean Yes LCM NaT 2019-06-30 74 187 65 65 65 68 69 69 69 68 71 71 71 71 76 76 76 71 76 80 80 80 76 77 80 80 80 77 55.0 37.0 71.0 78.0 36.0 76.0 51.0 37.0 75.0 77.0 67.0 69.0 64.0 74.0 57.0 72.0 76.0 83.0 80.0 50.0 87.0 80.0 60.0 73.0 45.0 68.0 71.0 84.0 82.0 11.0 15.0 11.0 14.0 10.0 19.8 2017.0 2019 2.0 Midfield
1743 219732 G. Nkoudou 23 France 75 80 Tottenham Hotspur 9 58.0 1856 Right 1.0 4.0 3.0 High/ Low Lean Yes LM 2016-08-31 2021-01-01 69 161 71 71 71 77 75 75 75 77 75 75 75 76 68 68 68 76 60 54 54 54 60 57 47 47 47 57 74.0 65.0 49.0 73.0 74.0 79.0 74.0 58.0 62.0 74.0 89.0 88.0 86.0 74.0 89.0 67.0 56.0 64.0 60.0 71.0 48.0 21.0 72.0 67.0 61.0 70.0 32.0 37.0 42.0 10.0 13.0 8.0 6.0 13.0 17.3 2016.0 2021 5.0 Midfield
352 204884 B. Mendy 23 France 81 86 Manchester City 20 105.0 2038 Left 2.0 3.0 3.0 High/ Low Normal Yes LB 2017-07-24 2022-01-01 73 187 70 70 70 76 75 75 75 76 76 76 76 78 78 78 78 78 82 80 80 80 82 82 79 79 79 82 87.0 33.0 65.0 80.0 31.0 80.0 80.0 34.0 69.0 79.0 77.0 86.0 68.0 80.0 70.0 79.0 71.0 81.0 81.0 65.0 75.0 79.0 77.0 76.0 50.0 79.0 78.0 79.0 81.0 7.0 7.0 9.0 15.0 9.0 38.5 2017.0 2022 5.0 Defending
239 220440 C. Lenglet 23 France 82 88 FC Barcelona 26 135.0 1775 Left 1.0 4.0 2.0 Medium/ High Lean Yes LCB 2018-07-12 2023-01-01 73 179 59 59 59 60 62 62 62 60 64 64 64 64 70 70 70 64 74 79 79 79 74 77 82 82 82 77 36.0 23.0 78.0 78.0 24.0 60.0 25.0 27.0 69.0 76.0 72.0 73.0 62.0 79.0 60.0 58.0 79.0 73.0 80.0 35.0 80.0 82.0 47.0 60.0 43.0 74.0 85.0 82.0 81.0 10.0 10.0 9.0 12.0 7.0 58.5 2018.0 2023 5.0 Defending
168 210008 A. Rabiot 23 France 83 87 Paris Saint-Germain 33 91.0 2184 Left 2.0 3.0 3.0 High/ Medium Lean Yes CM 2012-07-01 2019-01-01 76 176 79 79 79 79 80 80 80 79 81 81 81 80 83 83 83 80 80 82 82 82 80 79 79 79 79 79 70.0 69.0 77.0 85.0 72.0 79.0 73.0 59.0 83.0 83.0 73.0 74.0 79.0 83.0 72.0 80.0 73.0 82.0 80.0 79.0 76.0 80.0 76.0 80.0 69.0 82.0 70.0 81.0 75.0 9.0 12.0 9.0 7.0 15.0 63.5 2012.0 2019 7.0 Midfield
162 219683 C. Tolisso 23 France 83 88 FC Bayern München 34 85.0 2207 Right 2.0 3.0 3.0 High/ Medium Normal Yes CM 2017-07-01 2022-01-01 71 179 80 80 80 79 80 80 80 79 81 81 81 80 83 83 83 80 78 82 82 82 78 78 79 79 79 78 67.0 75.0 82.0 84.0 62.0 77.0 66.0 73.0 86.0 81.0 75.0 66.0 75.0 83.0 74.0 82.0 90.0 87.0 77.0 81.0 81.0 76.0 79.0 80.0 70.0 74.0 75.0 78.0 71.0 7.0 10.0 14.0 9.0 14.0 58.7 2017.0 2022 5.0 Midfield
238 220814 L. Hernández 22 France 82 88 Atlético Madrid 25.5 53.0 1953 Left 1.0 3.0 3.0 Medium/ High Normal Yes LB 2015-07-01 2024-01-01 72 168 67 67 67 70 69 69 69 70 70 70 70 73 72 72 72 73 82 80 80 80 82 83 83 83 83 83 78.0 42.0 83.0 80.0 38.0 65.0 53.0 28.0 63.0 79.0 80.0 84.0 70.0 80.0 67.0 62.0 83.0 82.0 76.0 47.0 86.0 81.0 57.0 61.0 34.0 76.0 76.0 83.0 86.0 10.0 7.0 8.0 14.0 10.0 57.4 2015.0 2024 9.0 Defending
164 213345 K. Coman 22 France 83 87 FC Bayern München 34 85.0 1918 Right 2.0 3.0 5.0 Medium/ Low Lean Yes LM 2015-08-30 2023-01-01 70 157 78 78 78 84 82 82 82 84 82 82 82 83 73 73 73 83 60 53 53 53 60 55 42 42 42 55 81.0 76.0 52.0 77.0 77.0 88.0 84.0 70.0 63.0 83.0 95.0 93.0 87.0 81.0 84.0 77.0 75.0 76.0 61.0 73.0 36.0 23.0 79.0 75.0 70.0 75.0 29.0 17.0 15.0 5.0 3.0 5.0 3.0 5.0 58.7 2015.0 2023 8.0 Midfield
576 225711 A. Diallo 22 France 79 86 Borussia Dortmund 15 43.0 1876 Left 2.0 3.0 3.0 High/ Medium Lean No LCB 2018-07-01 2023-01-01 73 174 63 63 63 68 66 66 66 68 69 69 69 72 73 73 73 72 77 78 78 78 77 78 79 79 79 78 66.0 38.0 81.0 76.0 39.0 73.0 46.0 32.0 78.0 76.0 75.0 77.0 75.0 78.0 69.0 43.0 84.0 76.0 78.0 24.0 76.0 77.0 56.0 68.0 41.0 81.0 75.0 80.0 78.0 12.0 7.0 7.0 7.0 8.0 28.5 2018.0 2023 5.0 Defending
163 213565 T. Lemar 22 France 83 89 Atlético Madrid 35.5 64.0 2173 Left 3.0 2.0 4.0 High/ Medium Lean Yes LM 2018-07-01 2023-01-01 67 137 79 79 79 85 84 84 84 85 85 85 85 85 82 82 82 85 77 74 74 74 77 75 67 67 67 75 83.0 75.0 54.0 84.0 78.0 85.0 85.0 81.0 75.0 86.0 86.0 84.0 87.0 80.0 86.0 79.0 71.0 79.0 63.0 76.0 63.0 66.0 77.0 85.0 68.0 80.0 55.0 59.0 63.0 11.0 15.0 13.0 7.0 14.0 79.9 2018.0 2023 5.0 Midfield
160 225850 P. Kimpembe 22 France 83 89 Paris Saint-Germain 30.5 82.0 1899 Left 2.0 3.0 3.0 High/ High Normal Yes LCB 2015-07-01 2023-01-01 74 176 61 61 61 64 62 62 62 64 66 66 66 68 71 71 71 68 79 81 81 81 79 80 83 83 83 80 62.0 31.0 79.0 79.0 33.0 58.0 50.0 32.0 75.0 78.0 75.0 78.0 74.0 79.0 65.0 55.0 77.0 80.0 84.0 39.0 85.0 83.0 39.0 60.0 50.0 80.0 80.0 83.0 83.0 7.0 8.0 14.0 15.0 9.0 62.5 2015.0 2023 8.0 Defending
116 211300 A. Martial 22 France 84 90 Manchester United 42.5 165.0 2064 Right 3.0 3.0 4.0 Medium/ Medium Normal Yes LW 2015-09-01 2019-01-01 72 168 84 84 84 85 85 85 85 85 83 83 83 84 76 76 76 84 67 63 63 63 67 64 57 57 57 64 76.0 84.0 69.0 77.0 74.0 87.0 84.0 54.0 60.0 86.0 88.0 89.0 85.0 81.0 81.0 84.0 74.0 75.0 75.0 80.0 58.0 42.0 83.0 73.0 81.0 79.0 38.0 39.0 36.0 9.0 8.0 8.0 15.0 11.0 87.1 2015.0 2019 4.0 Attacking
155 231443 O. Dembélé 21 France 83 92 FC Barcelona 40 155.0 1993 Left 3.0 5.0 4.0 High/ Low Lean Yes RW 2017-08-28 2022-01-01 70 148 79 79 79 86 85 85 85 86 85 85 85 85 77 77 77 85 66 61 61 61 66 62 49 49 49 62 78.0 78.0 43.0 78.0 76.0 90.0 78.0 64.0 70.0 83.0 93.0 92.0 90.0 82.0 85.0 83.0 59.0 73.0 46.0 70.0 54.0 36.0 79.0 84.0 75.0 75.0 42.0 30.0 33.0 6.0 6.0 14.0 10.0 13.0 90 2017.0 2022 5.0 Attacking
13290 242242 S. Cibois 20 France 62 79 Paris Saint-Germain 550 5.0 964 Right 1.0 3.0 1.0 Medium/ Medium Normal No GK 2018-01-01 2021-01-01 76 181 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 8.0 10.0 28.0 9.0 11.0 14.0 10.0 23.0 25.0 36.0 30.0 32.0 55.0 54.0 19.0 59.0 28.0 65.0 10.0 20.0 15.0 10.0 30.0 15.0 48.0 8.0 11.0 10.0 62.0 63.0 60.0 60.0 63.0 1.4 2018.0 2021 3.0 Goalkeeper
13687 240311 L. Zidane 20 France 62 71 Real Madrid 350 9.0 944 Right 1.0 3.0 1.0 Medium/ Medium Normal No GK 2016-07-01 2019-01-01 72 170 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 8.0 12.0 22.0 6.0 10.0 14.0 11.0 15.0 14.0 33.0 32.0 36.0 54.0 49.0 15.0 63.0 38.0 50.0 5.0 16.0 14.0 5.0 45.0 19.0 36.0 13.0 11.0 13.0 65.0 60.0 61.0 62.0 61.0 788 2016.0 2019 3.0 Goalkeeper
1524 232411 C. Nkunku 20 France 76 84 Paris Saint-Germain 11.5 46.0 2042 Right 1.0 3.0 3.0 Medium/ High Lean No CM 2015-12-23 2020-01-01 70 159 75 75 75 78 78 78 78 78 78 78 78 77 76 76 76 77 74 73 73 73 74 73 70 70 70 73 69.0 76.0 59.0 79.0 59.0 82.0 77.0 69.0 72.0 80.0 76.0 75.0 78.0 70.0 79.0 79.0 59.0 71.0 63.0 74.0 62.0 69.0 73.0 73.0 65.0 72.0 69.0 72.0 70.0 5.0 6.0 10.0 15.0 7.0 23.6 2015.0 2020 5.0 Midfield
1857 238476 D. Zagadou 19 France 75 85 Borussia Dortmund 9 16.0 1559 Left 1.0 3.0 2.0 Medium/ Medium Stocky No CB 2017-07-01 2022-01-01 77 198 53 53 53 50 51 51 51 50 52 52 52 54 57 57 57 54 66 69 69 69 66 69 76 76 76 69 46.0 26.0 77.0 71.0 25.0 49.0 37.0 25.0 55.0 54.0 52.0 69.0 47.0 70.0 34.0 56.0 64.0 61.0 87.0 24.0 75.0 70.0 31.0 42.0 30.0 68.0 71.0 81.0 75.0 9.0 13.0 5.0 14.0 14.0 17.1 2017.0 2022 5.0 Defending
6690 241941 S. Nsoki 19 France 68 84 Paris Saint-Germain 1.7 10.0 1670 Left 1.0 2.0 3.0 Medium/ Medium Normal No LB 2018-07-01 2021-01-01 73 172 57 57 57 61 58 58 58 61 59 59 59 63 61 61 61 63 68 67 67 67 68 69 71 71 71 69 64.0 34.0 67.0 68.0 32.0 65.0 48.0 31.0 62.0 65.0 73.0 75.0 59.0 60.0 54.0 42.0 67.0 59.0 79.0 36.0 68.0 65.0 51.0 45.0 37.0 64.0 69.0 71.0 72.0 8.0 12.0 13.0 9.0 10.0 4.3 2018.0 2021 3.0 Defending
11179 234795 A. Bernede 19 France 64 75 Paris Saint-Germain 750 6.0 1625 Left 1.0 3.0 3.0 Medium/ Medium Normal No CAM 2018-07-01 2019-01-01 70 163 58 58 58 62 62 62 62 62 64 64 64 63 63 63 63 63 56 59 59 59 56 55 54 54 54 55 51.0 49.0 47.0 73.0 52.0 66.0 59.0 58.0 64.0 72.0 65.0 57.0 68.0 45.0 66.0 62.0 34.0 48.0 56.0 44.0 52.0 40.0 55.0 66.0 59.0 65.0 57.0 58.0 46.0 9.0 15.0 11.0 6.0 15.0 1.5 2018.0 2019 1.0 Midfield
11364 241497 C. Dagba 19 France 64 79 Paris Saint-Germain 875 5.0 1611 Right 1.0 2.0 3.0 Medium/ Medium Lean No RB 2018-07-01 2023-01-01 67 137 52 52 52 60 56 56 56 60 58 58 58 62 58 58 58 62 65 61 61 61 65 64 60 60 60 64 65.0 28.0 51.0 65.0 37.0 64.0 50.0 41.0 58.0 64.0 76.0 78.0 79.0 55.0 87.0 43.0 62.0 58.0 49.0 24.0 52.0 58.0 49.0 48.0 38.0 54.0 61.0 63.0 64.0 7.0 6.0 9.0 11.0 11.0 2.2 2018.0 2023 5.0 Defending
25 231747 K. Mbappé 19 France 88 95 Paris Saint-Germain 81 100.0 2118 Right 3.0 4.0 5.0 High/ Medium Lean Yes RM 2018-07-01 2022-01-01 70 161 88 88 88 90 90 90 90 90 89 89 89 89 81 81 81 89 69 65 65 65 69 65 57 57 57 65 77.0 88.0 77.0 82.0 78.0 90.0 77.0 63.0 73.0 91.0 96.0 96.0 92.0 87.0 83.0 79.0 75.0 83.0 71.0 78.0 62.0 38.0 88.0 82.0 70.0 86.0 34.0 34.0 32.0 13.0 5.0 7.0 11.0 6.0 166.1 2018.0 2022 4.0 Midfield
12357 229194 A. Georgen 19 France 63 80 Paris Saint-Germain 700 5.0 1661 Right 1.0 3.0 2.0 Medium/ Medium Lean No RB 2017-07-01 2020-01-01 68 148 58 58 58 62 59 59 59 62 59 59 59 62 56 56 56 62 64 59 59 59 64 64 61 61 61 64 70.0 48.0 53.0 59.0 41.0 65.0 45.0 46.0 48.0 65.0 75.0 75.0 76.0 52.0 81.0 56.0 60.0 55.0 56.0 43.0 52.0 53.0 55.0 43.0 48.0 55.0 63.0 65.0 64.0 7.0 7.0 11.0 10.0 14.0 1.7 2017.0 2020 3.0 Defending
4590 236496 M. Guendouzi 19 France 71 84 Arsenal 4 20.0 1860 Right 1.0 3.0 3.0 Medium/ High Lean No CDM 2018-07-11 2023-01-01 73 150 64 64 64 67 66 66 66 67 69 69 69 68 71 71 71 68 69 71 71 71 69 68 68 68 68 68 67.0 56.0 64.0 74.0 49.0 69.0 68.0 55.0 75.0 68.0 66.0 60.0 64.0 67.0 65.0 69.0 66.0 69.0 63.0 65.0 73.0 71.0 51.0 73.0 49.0 73.0 62.0 69.0 64.0 6.0 13.0 6.0 13.0 11.0 10 2018.0 2023 5.0 Midfield
5407 241852 M. Diaby 18 France 70 85 Paris Saint-Germain 3.7 19.0 1709 Left 1.0 2.0 3.0 Medium/ Low Lean No RW 2018-07-01 2020-01-01 67 143 65 65 65 72 70 70 70 72 71 71 71 72 65 65 65 72 58 54 54 54 58 55 45 45 45 55 66.0 64.0 36.0 70.0 60.0 74.0 60.0 41.0 67.0 74.0 87.0 87.0 84.0 58.0 86.0 71.0 62.0 57.0 39.0 51.0 50.0 31.0 65.0 64.0 42.0 60.0 39.0 39.0 38.0 8.0 9.0 8.0 8.0 14.0 9.1 2018.0 2020 2.0 Attacking
11573 239502 W. Bianda 18 France 64 81 Roma 850 4.0 1419 Left 1.0 3.0 2.0 Medium/ Medium Lean No CB 2018-07-01 2023-01-01 73 181 45 45 45 45 45 45 45 45 46 46 46 48 49 49 49 48 57 59 59 59 57 59 64 64 64 59 31.0 20.0 63.0 55.0 22.0 47.0 32.0 31.0 48.0 53.0 61.0 63.0 43.0 53.0 56.0 36.0 71.0 61.0 73.0 26.0 63.0 57.0 28.0 35.0 41.0 55.0 72.0 62.0 60.0 12.0 6.0 15.0 13.0 10.0 2 2018.0 2023 5.0 Defending
8966 245035 C. Gomes 17 France 66 84 Manchester City 1.1 10.0 1760 Right 1.0 3.0 2.0 Medium/ High Lean No CDM 2018-07-23 2023-01-01 71 154 61 61 61 62 62 62 62 62 63 63 63 62 64 64 64 62 65 66 66 66 65 66 66 66 66 66 49.0 56.0 60.0 68.0 39.0 60.0 59.0 51.0 64.0 62.0 76.0 71.0 76.0 65.0 69.0 63.0 56.0 62.0 62.0 58.0 69.0 62.0 43.0 61.0 54.0 60.0 65.0 68.0 66.0 10.0 5.0 12.0 12.0 7.0 2.8 2018.0 2023 5.0 Midfield
10620 243627 Y. Adli 17 France 65 84 Paris Saint-Germain 1.1 7.0 1721 Right 1.0 3.0 3.0 High/ Medium Lean No CM 2018-07-01 2021-01-01 73 172 62 62 62 65 64 64 64 65 66 66 66 66 65 65 65 66 62 62 62 62 62 61 60 60 60 61 62.0 46.0 60.0 67.0 50.0 74.0 60.0 50.0 65.0 72.0 62.0 61.0 65.0 56.0 57.0 67.0 59.0 59.0 63.0 53.0 53.0 51.0 59.0 65.0 55.0 65.0 59.0 57.0 55.0 14.0 12.0 9.0 10.0 14.0 2.6 2018.0 2021 3.0 Midfield
22 33 188567 P. Aubameyang 29 Gabon 88 88 Arsenal 59 265.0 2069 Right 3.0 4.0 4.0 Medium/ Low Lean Yes LM 2018-01-31 2021-01-01 74 176 87 87 87 86 86 86 86 86 84 84 84 84 76 76 76 84 67 61 61 61 67 64 55 55 55 64 77.0 88.0 79.0 77.0 86.0 79.0 80.0 74.0 64.0 82.0 93.0 95.0 76.0 87.0 70.0 82.0 79.0 76.0 76.0 79.0 43.0 48.0 90.0 77.0 76.0 86.0 27.0 25.0 36.0 6.0 9.0 15.0 9.0 9.0 112.1 2018.0 2021 3.0 Midfield
23 22 167495 M. Neuer 32 Germany 89 89 FC Bayern München 38 130.0 1473 Right 5.0 4.0 1.0 Medium/ Medium Normal Yes GK 2011-07-01 2021-01-01 76 203 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 15.0 13.0 25.0 55.0 11.0 30.0 14.0 11.0 59.0 48.0 54.0 60.0 51.0 84.0 35.0 25.0 77.0 43.0 80.0 16.0 29.0 30.0 12.0 70.0 47.0 70.0 17.0 10.0 11.0 90.0 86.0 91.0 87.0 87.0 62.7 2011.0 2021 10.0 Goalkeeper
99 179846 S. Khedira 31 Germany 85 85 Juventus 33 160.0 2154 Right 3.0 4.0 2.0 High/ High Normal Yes RCM 2015-07-01 2021-01-01 74 198 80 80 80 79 81 81 81 79 82 82 82 80 85 85 85 80 81 86 86 86 81 80 84 84 84 80 72.0 72.0 76.0 85.0 78.0 81.0 68.0 68.0 82.0 84.0 54.0 60.0 55.0 87.0 54.0 82.0 68.0 78.0 87.0 78.0 82.0 86.0 79.0 82.0 69.0 84.0 80.0 83.0 76.0 11.0 9.0 5.0 15.0 8.0 54.5 2015.0 2021 6.0 Midfield
1048 188802 M. Schmelzer 30 Germany 77 77 Borussia Dortmund 6.5 43.0 1957 Left 2.0 2.0 2.0 High/ High Normal Yes LB 2008-07-01 2021-01-01 71 163 64 64 64 66 65 65 65 66 65 65 65 68 68 68 68 68 77 76 76 76 77 78 77 77 77 78 73.0 37.0 68.0 74.0 47.0 63.0 73.0 67.0 63.0 69.0 74.0 78.0 65.0 77.0 63.0 74.0 75.0 82.0 75.0 60.0 81.0 78.0 54.0 52.0 46.0 72.0 75.0 78.0 80.0 14.0 10.0 15.0 9.0 8.0 11.1 2008.0 2021 13.0 Defending
509 186569 S. Ulreich 29 Germany 80 80 FC Bayern München 10 61.0 1137 Right 2.0 2.0 1.0 Medium/ Medium Lean No GK 2015-07-01 2021-01-01 76 185 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 14.0 12.0 8.0 41.0 13.0 13.0 12.0 15.0 38.0 22.0 41.0 40.0 34.0 79.0 39.0 24.0 66.0 29.0 41.0 11.0 25.0 14.0 8.0 42.0 22.0 45.0 16.0 18.0 14.0 79.0 72.0 69.0 80.0 86.0 16.5 2015.0 2021 6.0 Goalkeeper
95 183907 J. Boateng 29 Germany 85 85 FC Bayern München 30 115.0 1948 Right 4.0 4.0 2.0 Medium/ Medium Stocky Yes RCB 2011-07-14 2021-01-01 76 198 66 66 66 66 67 67 67 66 69 69 69 70 75 75 75 70 79 83 83 83 79 81 86 86 86 81 69.0 34.0 85.0 75.0 52.0 64.0 53.0 31.0 83.0 70.0 67.0 72.0 56.0 82.0 52.0 78.0 74.0 69.0 91.0 58.0 81.0 81.0 47.0 75.0 46.0 84.0 84.0 87.0 87.0 7.0 12.0 15.0 6.0 5.0 49.5 2011.0 2021 10.0 Defending
34 178603 M. Hummels 29 Germany 88 88 FC Bayern München 46 160.0 2038 Right 4.0 3.0 3.0 High/ Medium Normal Yes LCB 2016-07-01 2021-01-01 75 203 72 72 72 71 72 72 72 71 74 74 74 73 80 80 80 73 81 86 86 86 81 83 88 88 88 83 64.0 55.0 87.0 81.0 60.0 68.0 65.0 53.0 85.0 81.0 53.0 64.0 63.0 87.0 60.0 71.0 68.0 66.0 84.0 51.0 69.0 92.0 56.0 79.0 68.0 91.0 88.0 90.0 88.0 15.0 6.0 10.0 5.0 6.0 75.9 2016.0 2021 5.0 Defending
68 188350 M. Reus 29 Germany 86 86 Borussia Dortmund 43.5 100.0 2172 Right 4.0 4.0 4.0 High/ Medium Lean Yes LM 2012-07-01 2023-01-01 71 157 85 85 85 88 88 88 88 88 88 88 88 87 82 82 82 87 71 67 67 67 71 67 57 57 57 67 79.0 87.0 49.0 86.0 90.0 87.0 89.0 84.0 75.0 86.0 86.0 85.0 86.0 87.0 81.0 88.0 70.0 73.0 67.0 86.0 49.0 50.0 88.0 86.0 89.0 84.0 47.0 36.0 45.0 12.0 12.0 13.0 13.0 11.0 74 2012.0 2023 11.0 Midfield
74 176635 M. Özil 29 Germany 86 86 Arsenal 43.5 190.0 1911 Left 4.0 2.0 4.0 Medium/ Low Lean Yes CAM 2013-09-02 2021-01-01 71 168 78 78 78 85 84 84 84 85 87 87 87 85 81 81 81 85 60 59 59 59 60 55 43 43 43 55 83.0 73.0 54.0 89.0 80.0 84.0 84.0 77.0 82.0 90.0 72.0 69.0 79.0 84.0 70.0 70.0 48.0 69.0 57.0 75.0 48.0 24.0 83.0 91.0 67.0 82.0 24.0 16.0 19.0 6.0 14.0 10.0 6.0 14.0 82.7 2013.0 2021 8.0 Midfield
11 182521 T. Kroos 28 Germany 90 90 Real Madrid 76.5 355.0 2190 Right 4.0 5.0 3.0 Medium/ Medium Normal Yes LCM 2014-07-17 2022-01-01 72 168 81 81 81 84 85 85 85 84 87 87 87 85 89 89 89 85 82 85 85 85 82 80 75 75 75 80 88.0 76.0 54.0 92.0 82.0 81.0 86.0 84.0 93.0 90.0 64.0 62.0 70.0 89.0 71.0 87.0 30.0 75.0 73.0 92.0 60.0 82.0 79.0 86.0 73.0 85.0 72.0 79.0 69.0 10.0 11.0 13.0 7.0 10.0 156.8 2014.0 2022 8.0 Midfield
66 189596 T. Müller 28 Germany 86 86 FC Bayern München 45 135.0 2097 Right 4.0 4.0 3.0 High/ High Lean Yes CAM 2008-08-10 2021-01-01 73 165 85 85 85 84 85 85 85 84 85 85 85 84 82 82 82 84 71 69 69 69 71 69 62 62 62 69 79.0 87.0 82.0 83.0 84.0 75.0 81.0 59.0 72.0 82.0 73.0 75.0 75.0 91.0 72.0 78.0 81.0 87.0 68.0 80.0 57.0 58.0 92.0 85.0 60.0 83.0 44.0 41.0 44.0 6.0 7.0 11.0 14.0 14.0 74.3 2008.0 2021 13.0 Midfield
136 186942 I. Gündoğan 27 Germany 84 84 Manchester City 32 175.0 2138 Right 3.0 4.0 4.0 High/ Medium Normal Yes CM 2016-07-01 2020-01-01 71 176 78 78 78 82 83 83 83 82 85 85 85 83 85 85 85 83 78 80 80 80 78 75 73 73 73 75 74.0 73.0 50.0 88.0 75.0 85.0 81.0 74.0 83.0 86.0 67.0 68.0 78.0 85.0 78.0 77.0 61.0 69.0 72.0 73.0 70.0 77.0 79.0 86.0 76.0 87.0 73.0 68.0 64.0 11.0 14.0 5.0 5.0 13.0 59.2 2016.0 2020 4.0 Midfield
1230 200215 S. Rode 27 Germany 76 77 Borussia Dortmund 7.5 40.0 1977 Right 2.0 3.0 3.0 High/ High Normal No CDM 2016-07-01 2020-01-01 70 165 69 69 69 70 71 71 71 70 72 72 72 71 73 73 73 71 74 77 77 77 74 75 77 77 77 75 66.0 55.0 66.0 75.0 55.0 71.0 51.0 52.0 71.0 72.0 69.0 64.0 70.0 74.0 74.0 75.0 76.0 68.0 74.0 65.0 83.0 79.0 69.0 71.0 51.0 74.0 78.0 77.0 77.0 9.0 8.0 14.0 7.0 11.0 13.3 2016.0 2020 4.0 Midfield
131 192563 B. Leno 26 Germany 84 87 Arsenal 27 115.0 1278 Right 3.0 4.0 1.0 Medium/ Medium Normal No GK 2018-07-01 2023-01-01 75 183 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 9.0 9.0 13.0 45.0 10.0 16.0 9.0 8.0 40.0 22.0 46.0 52.0 52.0 80.0 44.0 23.0 73.0 43.0 68.0 14.0 28.0 22.0 7.0 54.0 23.0 66.0 27.0 15.0 18.0 84.0 82.0 75.0 85.0 82.0 53.3 2018.0 2023 5.0 Goalkeeper
280 192318 M. Götze 26 Germany 82 85 Borussia Dortmund 27 67.0 2101 Right 4.0 4.0 4.0 Medium/ Medium Normal Yes CM 2016-08-01 2020-01-01 69 165 78 78 78 83 83 83 83 83 85 85 85 84 84 84 84 84 75 75 75 75 75 71 66 66 66 71 78.0 75.0 51.0 87.0 86.0 84.0 81.0 72.0 82.0 90.0 74.0 64.0 86.0 84.0 85.0 68.0 58.0 73.0 68.0 66.0 58.0 65.0 81.0 86.0 77.0 85.0 63.0 53.0 57.0 14.0 7.0 12.0 6.0 10.0 47.9 2016.0 2020 4.0 Midfield
281 192227 S. Mustafi 26 Germany 82 84 Arsenal 22.5 115.0 1914 Right 3.0 3.0 2.0 Medium/ High Normal Yes RCB 2016-08-30 2021-01-01 72 181 67 67 67 64 65 65 65 64 66 66 66 65 70 70 70 65 75 79 79 79 75 77 83 83 83 77 53.0 58.0 81.0 77.0 51.0 53.0 55.0 47.0 69.0 70.0 58.0 65.0 63.0 82.0 67.0 66.0 83.0 68.0 78.0 52.0 82.0 82.0 50.0 55.0 54.0 73.0 80.0 82.0 82.0 11.0 9.0 15.0 10.0 6.0 44.4 2016.0 2021 5.0 Defending
18 192448 M. ter Stegen 26 Germany 89 92 FC Barcelona 58 240.0 1328 Right 3.0 4.0 1.0 Medium/ Medium Normal Yes GK 2014-07-01 2022-01-01 74 187 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 15.0 14.0 11.0 36.0 14.0 17.0 18.0 12.0 42.0 18.0 38.0 50.0 37.0 85.0 43.0 22.0 79.0 35.0 79.0 10.0 43.0 22.0 11.0 69.0 25.0 69.0 25.0 13.0 10.0 87.0 85.0 88.0 85.0 90.0 123.3 2014.0 2022 8.0 Goalkeeper
257 205452 A. Rüdiger 25 Germany 82 84 Chelsea 22.5 110.0 1843 Right 2.0 3.0 2.0 Medium/ High Lean Yes CB 2017-07-09 2022-01-01 75 187 60 60 60 61 60 60 60 61 62 62 62 64 67 67 67 64 76 78 78 78 76 78 83 83 83 78 68.0 27.0 80.0 75.0 34.0 59.0 35.0 56.0 72.0 69.0 67.0 78.0 59.0 82.0 50.0 70.0 73.0 60.0 82.0 41.0 88.0 80.0 33.0 57.0 40.0 72.0 82.0 85.0 82.0 14.0 15.0 10.0 12.0 8.0 43.3 2017.0 2022 5.0 Defending
588 216497 M. Philipp 24 Germany 79 84 Borussia Dortmund 17 53.0 1974 Right 2.0 4.0 4.0 High/ Medium Lean No ST 2017-07-01 2022-01-01 72 174 79 79 79 81 81 81 81 81 81 81 81 79 74 74 74 79 64 62 62 62 64 61 55 55 55 61 66.0 81.0 54.0 78.0 80.0 85.0 68.0 65.0 62.0 82.0 84.0 79.0 83.0 79.0 75.0 82.0 59.0 68.0 68.0 79.0 55.0 39.0 79.0 74.0 75.0 67.0 39.0 48.0 39.0 8.0 12.0 10.0 10.0 9.0 30.2 2017.0 2022 5.0 Attacking
1859 205966 A. Younes 24 Germany 75 76 Napoli 8 47.0 1820 Right 2.0 3.0 4.0 Medium/ Medium Normal No LW 2018-07-01 2022-01-01 66 157 69 69 69 77 76 76 76 77 78 78 78 77 73 73 73 77 61 59 59 59 61 57 48 48 48 57 56.0 58.0 44.0 77.0 62.0 88.0 78.0 59.0 57.0 84.0 84.0 75.0 84.0 77.0 92.0 55.0 37.0 79.0 50.0 56.0 55.0 42.0 74.0 76.0 58.0 69.0 30.0 43.0 25.0 15.0 11.0 9.0 15.0 15.0 14.2 2018.0 2022 4.0 Attacking
184 202166 J. Draxler 24 Germany 83 86 Paris Saint-Germain 32.5 91.0 2112 Right 3.0 5.0 4.0 Medium/ Medium Lean Yes CM 2017-01-03 2021-01-01 74 170 82 82 82 86 85 85 85 86 86 86 86 85 83 83 83 85 73 72 72 72 73 70 64 64 64 70 83.0 78.0 65.0 84.0 84.0 88.0 78.0 76.0 79.0 89.0 78.0 77.0 80.0 83.0 75.0 86.0 75.0 69.0 66.0 82.0 48.0 66.0 79.0 84.0 63.0 83.0 39.0 64.0 44.0 11.0 13.0 5.0 13.0 8.0 62.6 2017.0 2021 4.0 Midfield
448 208333 E. Can 24 Germany 80 85 Juventus 19.5 91.0 2153 Right 2.0 4.0 3.0 High/ High Normal Yes CM 2018-07-01 2022-01-01 72 181 75 75 75 76 77 77 77 76 78 78 78 77 81 81 81 77 80 83 83 83 80 80 82 82 82 80 70.0 60.0 72.0 81.0 61.0 76.0 68.0 65.0 80.0 81.0 69.0 73.0 73.0 78.0 71.0 81.0 76.0 85.0 83.0 75.0 85.0 81.0 73.0 79.0 60.0 74.0 82.0 81.0 80.0 14.0 8.0 8.0 13.0 11.0 33.6 2018.0 2022 4.0 Midfield
82 212622 J. Kimmich 23 Germany 85 88 FC Bayern München 40.5 92.0 2185 Right 3.0 4.0 3.0 High/ Low Lean Yes RCM 2015-07-01 2023-01-01 69 154 78 78 78 82 81 81 81 82 82 82 82 84 84 84 84 84 84 83 83 83 84 83 80 80 80 83 90.0 66.0 74.0 85.0 61.0 80.0 81.0 61.0 80.0 85.0 78.0 68.0 84.0 85.0 83.0 75.0 79.0 85.0 65.0 69.0 74.0 79.0 80.0 79.0 44.0 82.0 75.0 81.0 79.0 8.0 15.0 7.0 15.0 15.0 69.9 2015.0 2023 8.0 Midfield
1093 224425 M. Wolf 23 Germany 77 82 Borussia Dortmund 12 41.0 1987 Right 2.0 4.0 3.0 High/ Medium Lean No RM 2018-07-01 2023-01-01 74 181 75 75 75 78 77 77 77 78 76 76 76 78 73 73 73 78 72 69 69 69 72 70 65 65 65 70 75.0 75.0 60.0 73.0 62.0 78.0 69.0 71.0 61.0 78.0 83.0 84.0 68.0 73.0 67.0 70.0 53.0 86.0 68.0 67.0 73.0 64.0 74.0 74.0 52.0 68.0 67.0 54.0 50.0 12.0 15.0 7.0 16.0 8.0 21.3 2018.0 2023 5.0 Midfield
2263 214622 J. Toljan 23 Germany 74 78 Borussia Dortmund 6 30.0 1804 Right 2.0 4.0 3.0 Medium/ Medium Lean No RB 2017-08-30 2022-01-01 72 163 60 60 60 68 64 64 64 68 66 66 66 71 67 67 67 71 76 70 70 70 76 75 70 70 70 75 76.0 39.0 50.0 75.0 41.0 69.0 39.0 32.0 63.0 74.0 89.0 92.0 74.0 67.0 70.0 49.0 84.0 77.0 66.0 38.0 62.0 68.0 56.0 48.0 39.0 58.0 64.0 74.0 73.0 10.0 13.0 10.0 11.0 12.0 10.7 2017.0 2022 5.0 Defending
169 209658 L. Goretzka 23 Germany 83 88 FC Bayern München 34 85.0 2203 Right 3.0 4.0 3.0 High/ High Lean Yes CM 2018-07-01 2022-01-01 74 174 80 80 80 82 82 82 82 82 83 83 83 83 84 84 84 83 83 83 83 83 83 82 80 80 80 82 75.0 72.0 75.0 84.0 68.0 81.0 76.0 75.0 79.0 83.0 84.0 79.0 76.0 83.0 70.0 77.0 67.0 86.0 70.0 78.0 80.0 83.0 77.0 82.0 60.0 80.0 70.0 79.0 78.0 13.0 8.0 15.0 11.0 9.0 58.7 2018.0 2022 4.0 Midfield
583 222028 J. Weigl 22 Germany 79 84 Borussia Dortmund 14.5 43.0 1918 Right 3.0 3.0 3.0 Medium/ Medium Lean No CDM 2015-07-01 2021-01-01 73 159 64 64 64 71 70 70 70 71 75 75 75 74 79 79 79 74 78 81 81 81 78 77 76 76 76 77 58.0 41.0 63.0 85.0 56.0 74.0 63.0 46.0 80.0 79.0 72.0 59.0 77.0 80.0 65.0 48.0 67.0 80.0 63.0 52.0 64.0 84.0 56.0 77.0 50.0 80.0 74.0 78.0 73.0 6.0 14.0 16.0 11.0 7.0 25.7 2015.0 2021 6.0 Midfield
55 222492 L. Sané 22 Germany 86 92 Manchester City 61 195.0 2090 Left 2.0 3.0 4.0 High/ Medium Lean Yes LW 2016-08-02 2021-01-01 72 165 84 84 84 86 86 86 86 86 84 84 84 85 76 76 76 85 67 61 61 61 67 63 54 54 54 63 83.0 81.0 72.0 79.0 85.0 88.0 82.0 68.0 64.0 85.0 93.0 96.0 88.0 81.0 81.0 86.0 64.0 79.0 70.0 78.0 61.0 34.0 84.0 82.0 71.0 78.0 36.0 32.0 35.0 8.0 12.0 9.0 9.0 14.0 125.1 2016.0 2021 5.0 Attacking
11695 232107 E. Oelschlägel 22 Germany 64 73 Borussia Dortmund 525 6.0 1001 Right 1.0 2.0 1.0 Medium/ Medium Normal No GK 2018-07-01 2019-01-01 76 187 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 14.0 12.0 25.0 23.0 10.0 11.0 20.0 11.0 18.0 20.0 39.0 42.0 34.0 64.0 27.0 24.0 54.0 29.0 76.0 10.0 24.0 11.0 7.0 27.0 18.0 32.0 8.0 17.0 16.0 67.0 60.0 57.0 58.0 68.0 998 2018.0 2019 1.0 Goalkeeper
179 206113 S. Gnabry 22 Germany 83 88 FC Bayern München 34.5 85.0 2041 Right 2.0 4.0 4.0 High/ Medium Normal Yes ST 2017-07-01 2020-01-01 69 165 80 80 80 84 83 83 83 84 82 82 82 82 76 76 76 82 67 64 64 64 67 64 56 56 56 64 74.0 81.0 46.0 79.0 83.0 87.0 64.0 62.0 68.0 83.0 92.0 90.0 87.0 80.0 88.0 85.0 64.0 68.0 68.0 81.0 63.0 38.0 80.0 74.0 68.0 74.0 45.0 48.0 45.0 14.0 10.0 10.0 9.0 7.0 59.5 2017.0 2020 3.0 Attacking
115 212190 N. Süle 22 Germany 84 90 FC Bayern München 36.5 84.0 1648 Right 2.0 3.0 2.0 Medium/ Medium Stocky No CB 2017-07-01 2022-01-01 77 214 58 58 58 51 54 54 54 51 54 54 54 54 62 62 62 54 71 77 77 77 71 75 83 83 83 75 30.0 20.0 86.0 78.0 31.0 42.0 28.0 30.0 63.0 63.0 52.0 84.0 33.0 79.0 33.0 77.0 38.0 65.0 94.0 62.0 82.0 82.0 26.0 30.0 32.0 72.0 82.0 85.0 83.0 15.0 7.0 14.0 7.0 15.0 67.5 2017.0 2022 5.0 Defending
435 218339 M. Dahoud 22 Germany 80 86 Borussia Dortmund 20 50.0 2052 Right 2.0 4.0 4.0 High/ High Lean No CM 2017-07-01 2022-01-01 70 150 71 71 71 78 77 77 77 78 80 80 80 79 81 81 81 79 76 77 77 77 76 73 68 68 68 73 67.0 60.0 43.0 83.0 59.0 85.0 68.0 53.0 78.0 83.0 78.0 67.0 87.0 79.0 84.0 83.0 76.0 89.0 58.0 78.0 68.0 76.0 66.0 81.0 55.0 60.0 72.0 64.0 59.0 14.0 7.0 9.0 12.0 11.0 38 2017.0 2022 5.0 Midfield
1107 226229 T. Kehrer 21 Germany 77 84 Paris Saint-Germain 11 43.0 1806 Left 1.0 5.0 3.0 Medium/ High Lean No RB 2018-08-16 2023-01-01 73 168 61 61 61 61 61 61 61 61 61 61 61 63 64 64 64 63 73 72 72 72 73 75 77 77 77 75 56.0 37.0 76.0 63.0 32.0 63.0 45.0 38.0 58.0 64.0 74.0 76.0 69.0 76.0 65.0 65.0 78.0 74.0 70.0 40.0 80.0 75.0 48.0 56.0 36.0 68.0 72.0 81.0 85.0 9.0 9.0 14.0 10.0 12.0 22.6 2018.0 2023 5.0 Defending
9854 228082 D. Burnić 20 Germany 66 78 Borussia Dortmund 1 8.0 1724 Left 1.0 3.0 3.0 Medium/ Medium Lean No CDM 2015-07-01 2019-01-01 71 154 58 58 58 63 62 62 62 63 64 64 64 65 66 66 66 65 66 67 67 67 66 66 64 64 64 66 57.0 41.0 49.0 72.0 47.0 66.0 46.0 39.0 65.0 72.0 69.0 68.0 75.0 66.0 74.0 56.0 70.0 67.0 63.0 37.0 60.0 62.0 47.0 62.0 55.0 54.0 64.0 63.0 61.0 10.0 11.0 10.0 9.0 11.0 1.9 2015.0 2019 4.0 Midfield
14244 245100 M. Awoudja 20 Germany 61 72 FC Bayern München 375 6.0 1430 Right 1.0 3.0 2.0 Medium/ Medium Normal No CB 2018-08-02 2021-01-01 74 190 48 48 48 44 45 45 45 44 46 46 46 47 50 50 50 47 55 57 57 57 55 58 62 62 62 58 29.0 31.0 72.0 57.0 38.0 34.0 28.0 32.0 53.0 43.0 66.0 68.0 53.0 52.0 48.0 46.0 75.0 63.0 72.0 27.0 53.0 57.0 30.0 47.0 42.0 51.0 53.0 61.0 63.0 8.0 7.0 9.0 5.0 8.0 694 2018.0 2021 3.0 Defending
13174 242980 M. Shabani 19 Germany 62 75 FC Bayern München 575 5.0 1510 Right 1.0 3.0 3.0 Medium/ Medium Lean No CAM 2018-04-28 2020-01-01 73 159 56 56 56 61 60 60 60 61 63 63 63 61 60 60 60 61 50 50 50 50 50 47 43 43 43 47 53.0 50.0 46.0 69.0 47.0 66.0 48.0 46.0 68.0 67.0 66.0 62.0 67.0 43.0 63.0 57.0 48.0 49.0 56.0 56.0 43.0 25.0 46.0 65.0 52.0 67.0 34.0 36.0 35.0 5.0 8.0 11.0 8.0 15.0 1.3 2018.0 2020 2.0 Midfield
14253 246127 P. Will 19 Germany 61 77 FC Bayern München 525 5.0 1627 Left 1.0 3.0 3.0 Medium/ Medium Normal No CM 2018-09-04 2021-01-01 73 170 55 55 55 57 57 57 57 57 59 59 59 59 61 61 61 59 61 63 63 63 61 61 63 63 63 61 51.0 41.0 58.0 72.0 36.0 60.0 48.0 49.0 65.0 59.0 58.0 62.0 63.0 56.0 61.0 60.0 60.0 59.0 67.0 42.0 62.0 55.0 42.0 57.0 48.0 52.0 60.0 63.0 65.0 10.0 10.0 11.0 10.0 7.0 1.2 2018.0 2021 3.0 Midfield
14746 243233 D. Wanner 19 Germany 60 77 Borussia Dortmund 450 3.0 1541 Left 1.0 3.0 3.0 Medium/ Medium Lean No LM 2018-04-16 2019-01-01 70 157 57 57 57 61 59 59 59 61 59 59 59 61 54 54 54 61 54 48 48 48 54 51 45 45 45 51 64.0 59.0 43.0 61.0 61.0 66.0 58.0 44.0 42.0 68.0 68.0 67.0 69.0 42.0 67.0 56.0 59.0 62.0 52.0 46.0 43.0 33.0 46.0 48.0 54.0 45.0 36.0 39.0 40.0 5.0 13.0 10.0 7.0 13.0 1 2018.0 2019 1.0 Midfield
16932 241859 R. Hoffmann 19 Germany 56 74 FC Bayern München 160 2.0 842 Right 1.0 3.0 1.0 Medium/ Medium Normal No GK 2017-12-09 2021-01-01 76 185 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 8.0 12.0 21.0 9.0 9.0 12.0 11.0 31.0 14.0 23.0 27.0 31.0 44.0 24.0 22.0 42.0 14.0 52.0 11.0 19.0 23.0 3.0 31.0 10.0 26.0 15.0 9.0 13.0 57.0 49.0 64.0 61.0 58.0 364 2017.0 2021 4.0 Goalkeeper
9935 235266 C. Früchtl 18 Germany 65 86 FC Bayern München 1 3.0 908 Left 1.0 2.0 1.0 Medium/ Medium Normal No GK 2017-04-20 2020-01-01 76 157 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 10.0 11.0 11.0 29.0 9.0 13.0 15.0 14.0 25.0 17.0 25.0 23.0 26.0 49.0 23.0 29.0 40.0 19.0 63.0 8.0 26.0 11.0 6.0 23.0 13.0 22.0 16.0 10.0 13.0 68.0 65.0 66.0 64.0 68.0 2.7 2017.0 2020 3.0 Goalkeeper
11319 243275 L. Mai 18 Germany 64 84 FC Bayern München 850 5.0 1402 Right 1.0 2.0 2.0 Medium/ Medium Normal No CB 2018-04-21 2021-01-01 75 194 45 45 45 42 42 42 42 42 42 42 42 44 47 47 47 44 56 58 58 58 56 59 65 65 65 59 34.0 25.0 64.0 45.0 35.0 39.0 34.0 32.0 41.0 40.0 54.0 54.0 43.0 63.0 39.0 48.0 69.0 64.0 79.0 22.0 57.0 65.0 28.0 41.0 41.0 49.0 65.0 65.0 64.0 11.0 14.0 7.0 14.0 6.0 2.3 2018.0 2021 3.0 Defending
15430 243514 J. Meier 18 Germany 59 75 FC Bayern München 290 3.0 1511 Left 1.0 3.0 2.0 Medium/ Medium Lean No LB 2018-09-28 2021-01-01 70 172 51 51 51 53 51 51 51 53 50 50 50 53 50 50 50 53 59 56 56 56 59 60 60 60 60 60 53.0 49.0 51.0 45.0 38.0 54.0 43.0 39.0 41.0 43.0 65.0 58.0 62.0 62.0 59.0 38.0 60.0 63.0 63.0 37.0 62.0 56.0 48.0 44.0 33.0 42.0 59.0 65.0 66.0 6.0 10.0 10.0 15.0 14.0 660 2018.0 2021 3.0 Defending
16279 242947 R. Kehr 18 Germany 57 76 Borussia Dortmund 220 3.0 1398 Left 1.0 3.0 2.0 Medium/ Medium Lean No ST 2018-07-01 2021-01-01 74 176 57 57 57 56 56 56 56 56 53 53 53 54 47 47 47 54 43 40 40 40 43 41 39 39 39 41 39.0 59.0 54.0 51.0 45.0 59.0 58.0 34.0 33.0 58.0 69.0 68.0 62.0 47.0 54.0 53.0 63.0 55.0 66.0 45.0 34.0 20.0 48.0 39.0 58.0 46.0 24.0 28.0 20.0 9.0 13.0 13.0 13.0 7.0 512 2018.0 2021 3.0 Attacking
12290 244024 O. Batista Meier 17 Germany 63 83 FC Bayern München 725 5.0 1503 Right 1.0 3.0 3.0 Medium/ Medium Lean No LM 2018-07-01 2021-01-01 70 132 59 59 59 65 64 64 64 65 63 63 63 63 55 55 55 63 49 43 43 43 49 46 37 37 37 46 51.0 60.0 35.0 49.0 47.0 74.0 52.0 45.0 43.0 68.0 76.0 73.0 75.0 61.0 73.0 54.0 36.0 59.0 42.0 57.0 34.0 19.0 57.0 58.0 58.0 54.0 36.0 27.0 27.0 10.0 15.0 14.0 12.0 6.0 1.9 2018.0 2021 3.0 Midfield
12679 243357 F. Evina 17 Germany 63 81 FC Bayern München 725 5.0 1645 Right 1.0 3.0 3.0 Medium/ Medium Stocky No LM 2018-04-28 2021-01-01 70 161 64 64 64 64 63 63 63 64 62 62 62 64 56 56 56 64 52 48 48 48 52 50 46 46 46 50 59.0 62.0 54.0 57.0 47.0 67.0 57.0 63.0 48.0 67.0 79.0 77.0 69.0 50.0 78.0 68.0 61.0 65.0 71.0 56.0 52.0 21.0 59.0 49.0 59.0 48.0 35.0 35.0 30.0 13.0 9.0 5.0 13.0 10.0 1.6 2018.0 2021 3.0 Midfield
16133 244140 A. Bakir 17 Germany 58 76 Borussia Dortmund 250 3.0 1434 Right 1.0 3.0 3.0 Medium/ Medium Normal No RM 2018-07-01 2021-01-01 70 152 53 53 53 58 55 55 55 58 56 56 56 58 51 51 51 58 47 43 43 43 47 44 39 39 39 44 61.0 48.0 43.0 55.0 52.0 65.0 54.0 44.0 54.0 64.0 67.0 65.0 69.0 46.0 69.0 51.0 62.0 49.0 51.0 41.0 39.0 22.0 44.0 42.0 49.0 48.0 33.0 26.0 24.0 7.0 12.0 9.0 11.0 6.0 581 2018.0 2021 3.0 Midfield
24 679 186832 K. Asamoah 29 Ghana 79 79 Inter 9.5 62.0 2168 Left 2.0 3.0 4.0 High/ High Stocky No LB 2018-07-02 2021-01-01 68 165 75 75 75 78 78 78 78 78 79 79 79 79 80 80 80 79 80 80 80 80 80 80 79 79 79 80 78.0 55.0 68.0 81.0 76.0 82.0 72.0 68.0 79.0 81.0 77.0 77.0 85.0 78.0 83.0 84.0 78.0 76.0 75.0 78.0 82.0 78.0 78.0 76.0 64.0 76.0 80.0 78.0 80.0 5.0 4.0 3.0 4.0 5.0 16.2 2018.0 2021 3.0 Defending
249 209989 T. Partey 25 Ghana 82 88 Atlético Madrid 25.5 59.0 2068 Right 1.0 3.0 3.0 High/ High Lean Yes CDM 2015-07-01 2023-01-01 73 170 73 73 73 74 75 75 75 74 77 77 77 76 80 80 80 76 79 82 82 82 79 79 81 81 81 79 58.0 63.0 68.0 85.0 53.0 78.0 62.0 58.0 79.0 81.0 73.0 76.0 72.0 77.0 53.0 79.0 84.0 87.0 81.0 75.0 76.0 79.0 60.0 73.0 46.0 75.0 80.0 83.0 80.0 11.0 13.0 9.0 9.0 7.0 57.4 2015.0 2023 8.0 Midfield
25 690 183497 O. Karnezis 32 Greece 79 79 Napoli 7 48.0 1207 Right 2.0 3.0 1.0 Medium/ Medium Normal Yes GK 2018-07-06 2021-01-01 75 179 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 19.0 16.0 24.0 22.0 14.0 15.0 11.0 11.0 36.0 23.0 44.0 34.0 45.0 75.0 49.0 22.0 64.0 33.0 66.0 18.0 18.0 23.0 10.0 47.0 21.0 60.0 20.0 15.0 24.0 80.0 78.0 72.0 77.0 81.0 11.9 2018.0 2021 3.0 Goalkeeper
146 172879 Sokratis 30 Greece 84 84 Arsenal 23 140.0 1797 Right 3.0 2.0 2.0 Medium/ High Normal Yes RCB 2018-07-02 2021-01-01 73 187 65 65 65 59 61 61 61 59 59 59 59 60 62 62 62 60 73 74 74 74 73 76 84 84 84 76 47.0 44.0 85.0 60.0 46.0 58.0 29.0 35.0 51.0 58.0 64.0 73.0 60.0 81.0 64.0 77.0 86.0 69.0 86.0 48.0 88.0 77.0 49.0 45.0 24.0 82.0 85.0 87.0 85.0 6.0 8.0 5.0 12.0 5.0 43.7 2018.0 2021 3.0 Defending
88 192774 K. Manolas 27 Greece 85 87 Roma 37.5 96.0 1642 Right 3.0 2.0 2.0 Low/ High Normal No LCB 2014-08-26 2022-01-01 74 183 52 52 52 52 51 51 51 52 52 52 52 56 59 59 59 56 75 77 77 77 75 79 86 86 86 79 27.0 10.0 80.0 60.0 16.0 54.0 30.0 10.0 61.0 65.0 80.0 85.0 68.0 85.0 59.0 40.0 86.0 76.0 82.0 12.0 86.0 86.0 25.0 22.0 26.0 79.0 86.0 87.0 89.0 8.0 6.0 8.0 15.0 12.0 66.6 2014.0 2022 8.0 Defending
6937 242000 K. Mavropanos 20 Greece 68 83 Arsenal 1.8 21.0 1457 Right 1.0 2.0 2.0 Medium/ High Normal No CB 2018-01-04 2022-01-01 76 194 46 46 46 43 43 43 43 43 43 43 43 46 48 48 48 46 58 60 60 60 58 61 68 68 68 61 37.0 30.0 66.0 47.0 30.0 41.0 32.0 37.0 48.0 42.0 52.0 60.0 55.0 57.0 39.0 45.0 67.0 64.0 79.0 26.0 65.0 62.0 30.0 37.0 42.0 53.0 70.0 74.0 72.0 12.0 11.0 11.0 10.0 7.0 4.5 2018.0 2022 4.0 Defending
26 161 220971 N. Keïta 23 Guinea 83 88 Liverpool 34 120.0 2082 Right 2.0 4.0 4.0 High/ Medium Lean Yes CM 2018-07-01 2023-01-01 68 141 75 75 75 81 81 81 81 81 84 84 84 81 83 83 83 81 75 78 78 78 75 72 68 68 68 72 62.0 74.0 42.0 88.0 71.0 88.0 64.0 70.0 78.0 88.0 78.0 60.0 89.0 82.0 90.0 76.0 53.0 82.0 58.0 73.0 78.0 75.0 74.0 81.0 58.0 79.0 68.0 62.0 61.0 7.0 14.0 15.0 14.0 9.0 67.2 2018.0 2023 5.0 Midfield
1156 230613 A. Diawara 20 Guinea 77 87 Napoli 14 41.0 1932 Right 2.0 3.0 3.0 Medium/ High Lean No CM 2016-08-29 2021-01-01 72 163 64 64 64 70 70 70 70 70 73 73 73 73 77 77 77 73 77 79 79 79 77 76 75 75 75 76 64.0 39.0 59.0 82.0 46.0 76.0 62.0 37.0 76.0 80.0 68.0 70.0 78.0 76.0 69.0 66.0 58.0 84.0 70.0 56.0 82.0 77.0 54.0 78.0 52.0 75.0 73.0 76.0 72.0 11.0 14.0 5.0 11.0 11.0 26.6 2016.0 2021 5.0 Midfield
27 41 1179 G. Buffon 40 Italy 88 88 Paris Saint-Germain 4 77.0 1334 Right 4.0 2.0 1.0 Medium/ Medium Normal Yes GK 2018-07-06 2019-01-01 76 203 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 15.0 13.0 37.0 17.0 26.0 20.0 13.0 35.0 28.0 49.0 43.0 55.0 79.0 49.0 39.0 75.0 39.0 69.0 13.0 38.0 28.0 12.0 50.0 22.0 70.0 13.0 11.0 11.0 88.0 87.0 74.0 90.0 83.0 7.4 2018.0 2019 1.0 Goalkeeper
152 137186 A. Barzagli 37 Italy 84 84 Juventus 4.2 95.0 1740 Right 3.0 3.0 2.0 Low/ High Normal Yes CB 2011-01-01 2019-01-01 74 192 55 55 55 57 58 58 58 57 60 60 60 60 66 66 66 60 74 78 78 78 74 77 85 85 85 77 40.0 21.0 72.0 65.0 35.0 64.0 50.0 31.0 65.0 65.0 61.0 77.0 52.0 80.0 64.0 54.0 81.0 53.0 83.0 39.0 66.0 90.0 28.0 62.0 60.0 88.0 94.0 90.0 82.0 4.0 2.0 4.0 2.0 4.0 6.9 2011.0 2019 8.0 Defending
11083 54037 T. Berni 35 Italy 64 64 Inter 110 5.0 923 Right 1.0 2.0 1.0 Medium/ Medium Normal No GK 2017-07-05 2019-01-01 73 176 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 15.0 10.0 28.0 13.0 8.0 14.0 13.0 27.0 15.0 29.0 29.0 37.0 59.0 35.0 16.0 43.0 26.0 43.0 16.0 25.0 13.0 10.0 28.0 20.0 58.0 3.0 12.0 12.0 64.0 60.0 59.0 64.0 66.0 187 2017.0 2019 2.0 Goalkeeper
548 140293 A. Mirante 34 Italy 80 80 Roma 6 51.0 1199 Right 2.0 2.0 1.0 Medium/ Medium Lean No GK 2018-07-01 2021-01-01 76 174 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 10.0 17.0 13.0 35.0 15.0 24.0 17.0 13.0 35.0 25.0 44.0 43.0 50.0 77.0 50.0 23.0 62.0 33.0 55.0 15.0 32.0 17.0 10.0 43.0 21.0 65.0 10.0 12.0 12.0 82.0 80.0 64.0 78.0 82.0 10.2 2018.0 2021 3.0 Goalkeeper
223 53302 D. De Rossi 34 Italy 83 83 Roma 8 80.0 2101 Right 3.0 4.0 2.0 Medium/ High Normal Yes RDM 2002-07-01 2019-01-01 72 183 71 71 71 69 71 71 71 69 73 73 73 71 78 78 78 71 79 84 84 84 79 80 85 85 85 80 57.0 50.0 81.0 81.0 74.0 64.0 62.0 71.0 80.0 77.0 63.0 67.0 64.0 80.0 72.0 81.0 77.0 74.0 81.0 72.0 84.0 87.0 55.0 71.0 75.0 87.0 90.0 82.0 80.0 10.0 7.0 13.0 10.0 9.0 13.6 2002.0 2019 17.0 Midfield
24 138956 G. Chiellini 33 Italy 89 89 Juventus 27 215.0 1841 Left 4.0 3.0 2.0 Medium/ High Normal Yes LCB 2005-07-01 2020-01-01 74 187 61 61 61 57 58 58 58 57 57 57 57 59 63 63 63 59 77 79 79 79 77 80 89 89 89 80 58.0 33.0 83.0 59.0 45.0 58.0 60.0 31.0 59.0 57.0 63.0 75.0 54.0 82.0 55.0 78.0 89.0 65.0 89.0 49.0 92.0 88.0 28.0 50.0 50.0 84.0 93.0 93.0 90.0 3.0 3.0 2.0 4.0 3.0 44.6 2005.0 2020 15.0 Defending
298 183498 M. Parolo 33 Italy 82 82 Lazio 9 59.0 2151 Right 2.0 4.0 3.0 High/ High Lean No RDM 2014-07-01 2020-01-01 72 165 79 79 79 77 79 79 79 77 79 79 79 78 82 82 82 78 80 82 82 82 80 80 80 80 80 80 70.0 70.0 75.0 80.0 76.0 75.0 67.0 55.0 83.0 79.0 68.0 69.0 67.0 82.0 71.0 87.0 77.0 88.0 77.0 86.0 80.0 80.0 82.0 78.0 45.0 78.0 78.0 80.0 82.0 13.0 9.0 6.0 7.0 9.0 15.3 2014.0 2020 6.0 Midfield
2589 162297 D. Padelli 32 Italy 74 74 Inter 3.2 34.0 1027 Left 2.0 2.0 1.0 Medium/ Medium Normal No GK 2017-07-02 2019-01-01 75 181 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 10.0 10.0 26.0 10.0 10.0 13.0 10.0 29.0 21.0 49.0 39.0 38.0 70.0 27.0 23.0 65.0 30.0 45.0 11.0 12.0 13.0 10.0 30.0 22.0 69.0 8.0 12.0 12.0 74.0 74.0 63.0 76.0 74.0 5.5 2017.0 2019 2.0 Goalkeeper
70 184344 L. Bonucci 31 Italy 86 86 Juventus 30 160.0 1978 Right 3.0 3.0 2.0 Low/ High Lean Yes RCB 2018-08-02 2023-01-01 75 187 68 68 68 66 68 68 68 66 71 71 71 68 77 77 77 68 77 85 85 85 77 79 87 87 87 79 44.0 48.0 86.0 77.0 58.0 69.0 56.0 61.0 85.0 75.0 57.0 65.0 60.0 84.0 52.0 74.0 85.0 71.0 83.0 65.0 82.0 90.0 38.0 74.0 70.0 86.0 90.0 86.0 80.0 2.0 2.0 3.0 2.0 4.0 49.5 2018.0 2023 5.0 Defending
1038 168312 I. Abate 31 Italy 77 77 Milan 6 68.0 1973 Right 2.0 2.0 3.0 High/ Medium Lean Yes RB 2009-07-01 2019-01-01 71 161 68 68 68 73 71 71 71 73 73 73 73 75 74 74 74 75 78 76 76 76 78 77 76 76 76 77 75.0 38.0 68.0 76.0 60.0 75.0 69.0 44.0 72.0 75.0 77.0 85.0 75.0 76.0 75.0 68.0 75.0 76.0 69.0 60.0 76.0 75.0 74.0 68.0 48.0 78.0 76.0 76.0 75.0 3.0 3.0 5.0 3.0 3.0 10.2 2009.0 2019 10.0 Defending
393 173221 A. Candreva 31 Italy 81 81 Inter 15.5 74.0 2084 Right 3.0 4.0 4.0 Medium/ Medium Normal No RM 2016-08-03 2021-01-01 71 154 79 79 79 82 81 81 81 82 81 81 81 82 80 80 80 82 76 74 74 74 76 73 67 67 67 73 83.0 73.0 55.0 78.0 75.0 82.0 74.0 71.0 73.0 83.0 77.0 78.0 74.0 78.0 76.0 87.0 35.0 86.0 69.0 82.0 66.0 67.0 79.0 77.0 83.0 73.0 61.0 63.0 53.0 10.0 4.0 14.0 4.0 14.0 26.4 2016.0 2021 5.0 Midfield
191 199845 F. Acerbi 30 Italy 83 83 Lazio 19 64.0 1849 Left 2.0 3.0 3.0 Medium/ Medium Normal No CB 2018-07-11 2023-01-01 76 194 60 60 60 57 61 61 61 57 63 63 63 61 71 71 71 61 73 81 81 81 73 76 83 83 83 76 25.0 37.0 80.0 73.0 39.0 65.0 62.0 56.0 77.0 72.0 65.0 55.0 33.0 81.0 35.0 75.0 68.0 81.0 83.0 60.0 73.0 85.0 20.0 65.0 72.0 85.0 87.0 87.0 85.0 11.0 9.0 9.0 13.0 11.0 32.3 2018.0 2023 5.0 Defending
1425 182168 A. Ranocchia 30 Italy 76 76 Inter 5.5 47.0 1559 Right 2.0 3.0 2.0 Low/ Medium Lean Yes CB 2010-06-01 2019-01-01 77 179 50 50 50 49 51 51 51 49 54 54 54 53 62 62 62 53 66 72 72 72 66 67 76 76 76 67 45.0 22.0 75.0 67.0 24.0 58.0 30.0 34.0 65.0 66.0 31.0 39.0 44.0 65.0 31.0 59.0 74.0 61.0 80.0 31.0 68.0 80.0 24.0 56.0 34.0 69.0 75.0 80.0 76.0 12.0 15.0 11.0 12.0 15.0 9.4 2010.0 2019 9.0 Defending
1247 198946 D. D'Ambrosio 29 Italy 76 76 Inter 6 50.0 1980 Right 2.0 3.0 3.0 Medium/ Medium Normal Yes LB 2014-01-30 2021-01-01 71 165 67 67 67 68 67 67 67 68 67 67 67 69 69 69 69 69 76 74 74 74 76 76 77 77 77 76 71.0 48.0 71.0 69.0 54.0 69.0 63.0 62.0 64.0 72.0 72.0 72.0 74.0 76.0 70.0 66.0 78.0 76.0 68.0 58.0 77.0 75.0 65.0 54.0 60.0 72.0 78.0 79.0 77.0 9.0 10.0 15.0 13.0 15.0 10.2 2014.0 2021 7.0 Defending
3700 189342 C. Pinsoglio 28 Italy 72 72 Juventus 2.2 44.0 1092 Left 1.0 2.0 1.0 Medium/ Medium Lean No GK 2014-07-01 2020-01-01 76 187 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 11.0 13.0 24.0 8.0 18.0 11.0 18.0 28.0 22.0 43.0 41.0 36.0 62.0 40.0 18.0 71.0 34.0 60.0 6.0 32.0 18.0 11.0 35.0 22.0 64.0 20.0 12.0 13.0 74.0 70.0 58.0 74.0 76.0 3.6 2014.0 2020 6.0 Goalkeeper
1313 184392 M. Darmian 28 Italy 76 76 Manchester United 6 88.0 1949 Right 2.0 5.0 3.0 Low/ High Lean Yes LB 2015-07-11 2019-01-01 72 154 69 69 69 71 71 71 71 71 71 71 71 72 72 72 72 72 77 76 76 76 77 77 76 76 76 77 69.0 55.0 68.0 76.0 59.0 74.0 69.0 35.0 66.0 75.0 73.0 73.0 77.0 76.0 76.0 69.0 68.0 75.0 64.0 56.0 74.0 77.0 64.0 63.0 45.0 76.0 77.0 79.0 78.0 6.0 7.0 7.0 12.0 7.0 11.1 2015.0 2019 4.0 Defending
284 189125 G. Bonaventura 28 Italy 82 82 Milan 22 115.0 2207 Right 3.0 3.0 4.0 High/ Medium Lean No CM 2014-09-01 2020-01-01 71 165 80 80 80 83 83 83 83 83 84 84 84 83 84 84 84 83 81 80 80 80 81 79 75 75 75 79 82.0 70.0 70.0 84.0 78.0 83.0 78.0 78.0 80.0 85.0 75.0 77.0 77.0 82.0 77.0 84.0 69.0 84.0 66.0 86.0 68.0 72.0 78.0 82.0 68.0 82.0 74.0 72.0 68.0 10.0 14.0 7.0 15.0 14.0 37.4 2014.0 2020 6.0 Midfield
48 192387 C. Immobile 28 Italy 87 87 Lazio 52 115.0 2009 Right 3.0 4.0 3.0 High/ Medium Normal Yes ST 2016-07-27 2023-01-01 73 187 87 87 87 82 85 85 85 82 81 81 81 80 73 73 73 80 63 61 61 61 63 61 58 58 58 61 55.0 90.0 81.0 74.0 87.0 83.0 70.0 51.0 49.0 83.0 78.0 85.0 77.0 87.0 63.0 86.0 77.0 80.0 76.0 80.0 77.0 40.0 91.0 65.0 78.0 81.0 34.0 33.0 32.0 6.0 8.0 15.0 12.0 6.0 88.4 2016.0 2023 7.0 Attacking
9748 201179 A. Donnarumma 27 Italy 66 67 Milan 500 15.0 936 Right 1.0 2.0 1.0 Medium/ Medium Normal No GK 2017-07-17 2021-01-01 76 212 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 10.0 10.0 11.0 11.0 19.0 16.0 12.0 11.0 23.0 13.0 22.0 30.0 62.0 35.0 22.0 54.0 19.0 75.0 13.0 17.0 10.0 10.0 33.0 21.0 63.0 18.0 19.0 11.0 70.0 62.0 51.0 59.0 74.0 888 2017.0 2021 4.0 Goalkeeper
1342 186200 F. Borini 27 Italy 76 76 Milan 8 76.0 1958 Right 2.0 3.0 4.0 High/ Medium Lean Yes LW 2018-07-01 2021-01-01 71 163 77 77 77 78 78 78 78 78 77 77 77 77 71 71 71 77 62 61 61 61 62 59 56 56 56 59 74.0 72.0 74.0 76.0 75.0 78.0 72.0 61.0 62.0 79.0 77.0 75.0 78.0 77.0 67.0 76.0 71.0 77.0 68.0 72.0 72.0 30.0 78.0 72.0 78.0 76.0 68.0 30.0 26.0 11.0 6.0 8.0 12.0 6.0 13.6 2018.0 2021 3.0 Attacking
1268 189484 D. Santon 27 Italy 76 76 Roma 6.5 47.0 1977 Right 2.0 3.0 3.0 Medium/ Medium Normal Yes LB 2018-07-01 2022-01-01 74 170 67 67 67 71 70 70 70 71 71 71 71 72 73 73 73 72 76 76 76 76 76 76 75 75 75 76 76.0 46.0 65.0 76.0 57.0 75.0 74.0 43.0 69.0 75.0 67.0 74.0 66.0 73.0 57.0 74.0 74.0 74.0 72.0 68.0 72.0 76.0 63.0 64.0 57.0 74.0 75.0 77.0 76.0 15.0 10.0 15.0 14.0 8.0 11.1 2018.0 2022 4.0 Defending
29 198219 L. Insigne 27 Italy 88 88 Napoli 62 165.0 2017 Right 3.0 3.0 4.0 High/ Medium Normal Yes LW 2010-07-01 2022-01-01 64 130 81 81 81 89 88 88 88 89 89 89 89 89 81 81 81 89 66 61 61 61 66 61 47 47 47 61 86.0 77.0 56.0 85.0 74.0 90.0 87.0 77.0 78.0 93.0 94.0 86.0 94.0 83.0 93.0 75.0 53.0 75.0 44.0 84.0 34.0 26.0 83.0 87.0 61.0 83.0 51.0 24.0 22.0 8.0 4.0 14.0 9.0 10.0 105.4 2010.0 2022 12.0 Attacking
978 192073 A. Bertolacci 27 Italy 77 77 Milan 9 75.0 2041 Left 2.0 3.0 4.0 Medium/ Medium Normal No CM 2015-07-02 2019-01-01 70 165 74 74 74 76 76 76 76 76 78 78 78 77 78 78 78 77 75 75 75 75 75 74 72 72 72 74 72.0 62.0 64.0 80.0 69.0 79.0 70.0 64.0 76.0 79.0 69.0 73.0 77.0 74.0 75.0 78.0 65.0 77.0 67.0 76.0 69.0 70.0 76.0 76.0 56.0 72.0 74.0 68.0 68.0 7.0 8.0 7.0 7.0 9.0 15.3 2015.0 2019 4.0 Midfield
258 203551 A. Florenzi 27 Italy 82 83 Roma 20.5 73.0 2253 Right 3.0 3.0 4.0 High/ Medium Lean Yes RB 2010-07-01 2023-01-01 68 148 80 80 80 81 81 81 81 81 81 81 81 82 81 81 81 82 82 80 80 80 82 82 79 79 79 82 77.0 70.0 72.0 77.0 87.0 78.0 73.0 79.0 75.0 79.0 86.0 84.0 87.0 80.0 82.0 82.0 74.0 90.0 67.0 82.0 79.0 78.0 82.0 76.0 76.0 79.0 76.0 79.0 78.0 9.0 8.0 10.0 11.0 10.0 36.4 2010.0 2023 13.0 Defending
121 205498 Jorginho 26 Italy 84 87 Chelsea 38 155.0 2136 Right 2.0 3.0 3.0 Medium/ Medium Lean No CM 2018-07-16 2023-01-01 71 148 72 72 72 79 78 78 78 79 82 82 82 81 84 84 84 81 79 81 81 81 79 77 74 74 74 77 75.0 57.0 56.0 89.0 71.0 82.0 75.0 76.0 87.0 85.0 75.0 69.0 80.0 83.0 73.0 71.0 58.0 79.0 66.0 62.0 79.0 78.0 72.0 87.0 84.0 79.0 63.0 78.0 70.0 14.0 7.0 13.0 14.0 8.0 73.2 2018.0 2023 5.0 Midfield
590 216150 D. Zappacosta 26 Italy 79 81 Chelsea 12.5 94.0 2069 Right 2.0 3.0 3.0 High/ High Lean Yes RB 2017-08-31 2021-01-01 72 159 72 72 72 74 73 73 73 74 73 73 73 75 74 74 74 75 79 76 76 76 79 79 76 76 76 79 81.0 59.0 69.0 74.0 69.0 76.0 74.0 59.0 68.0 74.0 74.0 79.0 72.0 76.0 73.0 75.0 67.0 87.0 68.0 72.0 75.0 76.0 71.0 64.0 59.0 73.0 76.0 78.0 79.0 11.0 9.0 8.0 6.0 11.0 24.1 2017.0 2021 4.0 Defending
63 199556 M. Verratti 25 Italy 86 89 Paris Saint-Germain 55 135.0 2149 Right 3.0 4.0 4.0 Medium/ High Normal Yes LCM 2012-07-18 2021-01-01 65 132 72 72 72 81 80 80 80 81 84 84 84 83 87 87 87 83 83 86 86 86 83 81 79 79 79 81 72.0 60.0 55.0 90.0 64.0 90.0 73.0 64.0 89.0 88.0 69.0 62.0 87.0 85.0 94.0 56.0 64.0 77.0 52.0 58.0 89.0 84.0 71.0 87.0 64.0 93.0 78.0 83.0 80.0 12.0 12.0 15.0 15.0 10.0 105.9 2012.0 2021 9.0 Midfield
128 198009 M. Perin 25 Italy 84 89 Juventus 29.5 105.0 1254 Right 2.0 3.0 1.0 Medium/ Medium Lean No GK 2018-07-01 2022-01-01 74 170 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 11.0 12.0 33.0 19.0 19.0 15.0 13.0 31.0 23.0 57.0 56.0 70.0 79.0 30.0 23.0 75.0 30.0 52.0 17.0 25.0 19.0 12.0 44.0 21.0 65.0 20.0 12.0 19.0 81.0 85.0 71.0 79.0 90.0 50.9 2018.0 2022 4.0 Goalkeeper
815 206058 M. De Sciglio 25 Italy 78 81 Juventus 10.5 78.0 1936 Right 2.0 5.0 3.0 Medium/ Medium Lean Yes RB 2017-07-20 2022-01-01 72 172 64 64 64 70 67 67 67 70 69 69 69 72 72 72 72 72 79 76 76 76 79 79 76 76 76 79 78.0 33.0 68.0 74.0 41.0 74.0 75.0 39.0 68.0 75.0 75.0 79.0 79.0 72.0 77.0 67.0 77.0 87.0 68.0 51.0 74.0 76.0 64.0 60.0 49.0 72.0 79.0 78.0 78.0 5.0 3.0 5.0 5.0 3.0 18.1 2017.0 2022 5.0 Defending
376 190813 S. El Shaarawy 25 Italy 81 82 Roma 21 77.0 1913 Right 3.0 3.0 5.0 High/ Medium Lean Yes LM 2016-01-26 2020-01-01 70 159 77 77 77 82 81 81 81 82 80 80 80 80 72 72 72 80 64 59 59 59 64 60 52 52 52 60 74.0 78.0 51.0 74.0 79.0 84.0 83.0 63.0 57.0 86.0 86.0 87.0 85.0 72.0 81.0 74.0 60.0 68.0 54.0 74.0 54.0 36.0 78.0 73.0 67.0 72.0 59.0 30.0 25.0 5.0 3.0 5.0 5.0 3.0 37.3 2016.0 2020 4.0 Midfield
367 196889 S. Verdi 25 Italy 81 81 Napoli 19.5 77.0 2053 Left 2.0 5.0 4.0 High/ Medium Lean No RW 2018-07-01 2023-01-01 67 134 75 75 75 83 81 81 81 83 83 83 83 83 78 78 78 83 71 65 65 65 71 67 55 55 55 67 82.0 67.0 42.0 82.0 74.0 84.0 84.0 84.0 76.0 86.0 88.0 86.0 92.0 78.0 90.0 81.0 51.0 75.0 48.0 77.0 48.0 36.0 76.0 82.0 68.0 78.0 55.0 48.0 60.0 12.0 10.0 7.0 15.0 9.0 33.2 2018.0 2023 5.0 Attacking
1049 202884 L. Spinazzola 25 Italy 77 80 Juventus 11 80.0 2040 Right 2.0 4.0 3.0 High/ High Lean No LM 2010-07-01 2022-01-01 73 165 72 72 72 76 75 75 75 76 75 75 75 77 76 76 76 77 79 77 77 77 79 78 75 75 75 78 76.0 60.0 62.0 74.0 59.0 81.0 62.0 41.0 70.0 80.0 77.0 83.0 74.0 74.0 61.0 68.0 76.0 89.0 72.0 68.0 68.0 74.0 70.0 68.0 59.0 74.0 77.0 76.0 76.0 11.0 13.0 12.0 15.0 14.0 19 2010.0 2022 12.0 Midfield
432 220477 M. Caldara 24 Italy 80 86 Milan 17.5 73.0 1647 Right 2.0 3.0 2.0 Medium/ High Normal No CB 2018-08-02 2023-01-01 74 176 56 56 56 54 54 54 54 54 54 54 54 57 59 59 59 57 70 73 73 73 70 73 81 81 81 73 34.0 36.0 82.0 63.0 51.0 62.0 20.0 24.0 58.0 63.0 65.0 69.0 58.0 77.0 59.0 38.0 76.0 67.0 79.0 20.0 76.0 82.0 34.0 32.0 30.0 74.0 85.0 84.0 80.0 14.0 9.0 6.0 9.0 5.0 33.3 2018.0 2023 5.0 Defending
7930 219715 R. Di Gennaro 24 Italy 67 70 Inter 675 11.0 1068 Right 1.0 2.0 1.0 Medium/ Medium Lean No GK 2010-07-11 2023-01-01 74 176 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 14.0 15.0 26.0 19.0 18.0 12.0 17.0 18.0 25.0 40.0 46.0 36.0 64.0 41.0 22.0 60.0 39.0 50.0 11.0 21.0 22.0 12.0 41.0 25.0 67.0 4.0 19.0 16.0 68.0 64.0 59.0 63.0 70.0 1.2 2010.0 2023 13.0 Goalkeeper
243 212404 F. Bernardeschi 24 Italy 82 87 Juventus 29.5 110.0 2096 Left 2.0 3.0 5.0 High/ High Lean Yes RM 2017-07-24 2022-01-01 73 170 77 77 77 83 82 82 82 83 83 83 83 83 80 80 80 83 73 70 70 70 73 70 61 61 61 70 82.0 70.0 50.0 82.0 74.0 86.0 82.0 80.0 72.0 87.0 83.0 83.0 85.0 80.0 79.0 82.0 49.0 80.0 63.0 82.0 52.0 66.0 78.0 80.0 72.0 83.0 65.0 46.0 42.0 14.0 15.0 10.0 13.0 12.0 50.9 2017.0 2022 5.0 Midfield
1775 223329 A. Conti 24 Italy 75 79 Milan 8.5 58.0 1965 Right 2.0 2.0 3.0 High/ High Lean No RM 2017-07-07 2022-01-01 72 168 70 70 70 74 72 72 72 74 72 72 72 75 74 74 74 75 78 75 75 75 78 77 73 73 73 77 76.0 58.0 64.0 76.0 59.0 74.0 67.0 42.0 69.0 76.0 75.0 82.0 79.0 76.0 68.0 68.0 53.0 87.0 59.0 49.0 73.0 73.0 73.0 63.0 48.0 72.0 76.0 74.0 74.0 9.0 13.0 13.0 9.0 10.0 15.1 2017.0 2022 5.0 Midfield
332 216409 M. Politano 24 Italy 81 84 Inter 22.5 57.0 1983 Left 2.0 4.0 4.0 High/ Medium Normal No RM NaT 2019-06-30 67 148 75 75 75 82 80 80 80 82 81 81 81 81 75 75 75 81 66 62 62 62 66 61 50 50 50 61 79.0 74.0 40.0 78.0 73.0 84.0 77.0 75.0 74.0 83.0 85.0 84.0 90.0 79.0 82.0 78.0 50.0 79.0 45.0 82.0 63.0 38.0 77.0 75.0 70.0 79.0 63.0 29.0 29.0 11.0 12.0 6.0 8.0 11.0 19.8 2017.0 2019 2.0 Midfield
798 212153 R. Gagliardini 24 Italy 78 82 Inter 11.5 46.0 1981 Right 2.0 2.0 3.0 Medium/ High Lean No CDM 2017-08-01 2023-01-01 75 170 71 71 71 72 73 73 73 72 74 74 74 73 77 77 77 73 77 79 79 79 77 77 77 77 77 77 64.0 54.0 73.0 78.0 68.0 75.0 68.0 38.0 75.0 77.0 68.0 68.0 64.0 72.0 62.0 76.0 64.0 85.0 71.0 73.0 74.0 80.0 68.0 73.0 40.0 74.0 77.0 78.0 76.0 12.0 6.0 8.0 7.0 9.0 20.4 2017.0 2023 6.0 Midfield
248 210413 A. Romagnoli 23 Italy 82 89 Milan 26.5 84.0 1750 Left 2.0 3.0 2.0 Medium/ High Normal No LCB 2015-08-11 2022-01-01 74 172 58 58 58 57 58 58 58 57 59 59 59 60 65 65 65 60 73 78 78 78 73 76 83 83 83 76 36.0 30.0 76.0 70.0 28.0 65.0 36.0 24.0 69.0 69.0 63.0 69.0 60.0 78.0 53.0 64.0 78.0 75.0 81.0 46.0 84.0 85.0 31.0 40.0 34.0 76.0 88.0 85.0 81.0 9.0 14.0 12.0 8.0 9.0 50.4 2015.0 2022 7.0 Defending
809 208268 B. Cristante 23 Italy 78 86 Roma 15 26.0 1944 Right 2.0 3.0 3.0 Medium/ Medium Lean No CM NaT 2019-06-30 73 176 74 74 74 75 76 76 76 75 77 77 77 76 78 78 78 76 72 75 75 75 72 71 71 71 71 71 68.0 68.0 70.0 83.0 67.0 78.0 65.0 64.0 78.0 81.0 63.0 58.0 64.0 74.0 54.0 74.0 58.0 69.0 70.0 74.0 64.0 66.0 76.0 76.0 58.0 70.0 70.0 69.0 66.0 3.0 5.0 3.0 3.0 5.0 19.8 2017.0 2019 2.0 Midfield
1664 210736 Emerson 23 Italy 75 79 Chelsea 7 61.0 1948 Left 2.0 3.0 3.0 High/ Medium Lean Yes LB 2018-01-30 2022-01-01 69 170 69 69 69 73 71 71 71 73 70 70 70 73 71 71 71 73 76 72 72 72 76 75 70 70 70 75 78.0 43.0 60.0 74.0 44.0 77.0 53.0 71.0 66.0 79.0 77.0 77.0 75.0 77.0 72.0 80.0 67.0 74.0 52.0 77.0 65.0 75.0 75.0 41.0 55.0 72.0 73.0 69.0 70.0 8.0 15.0 8.0 7.0 14.0 13.5 2018.0 2022 4.0 Defending
1898 211361 D. Cataldi 23 Italy 75 79 Lazio 8.5 35.0 1991 Right 2.0 3.0 3.0 Medium/ Medium Lean No CM 2011-07-01 2020-01-01 71 154 71 71 71 74 73 73 73 74 75 75 75 74 75 75 75 74 73 74 74 74 73 72 70 70 70 72 70.0 66.0 60.0 79.0 65.0 72.0 67.0 70.0 76.0 77.0 74.0 69.0 73.0 70.0 75.0 75.0 55.0 68.0 65.0 75.0 74.0 71.0 67.0 73.0 52.0 68.0 67.0 69.0 68.0 7.0 10.0 11.0 12.0 9.0 15.1 2011.0 2020 9.0 Midfield
245 211320 D. Rugani 23 Italy 82 86 Juventus 24.5 95.0 1705 Right 2.0 3.0 2.0 Low/ Medium Lean Yes CB 2015-02-04 2021-01-01 75 185 57 57 57 56 57 57 57 56 58 58 58 58 63 63 63 58 72 76 76 76 72 75 82 82 82 75 40.0 33.0 80.0 65.0 35.0 64.0 45.0 25.0 59.0 65.0 56.0 67.0 59.0 78.0 53.0 58.0 81.0 67.0 79.0 39.0 72.0 86.0 28.0 50.0 36.0 70.0 87.0 86.0 82.0 5.0 10.0 5.0 5.0 5.0 42.3 2015.0 2021 6.0 Defending
10797 215766 L. Filippini 22 Italy 65 70 Lazio 600 8.0 1588 Left 1.0 2.0 2.0 Low/ Medium Normal No LB 2017-01-30 2019-01-01 72 170 50 50 50 51 49 49 49 51 49 49 49 53 52 52 52 53 64 63 63 63 64 65 67 67 67 65 51.0 27.0 61.0 53.0 39.0 51.0 37.0 35.0 51.0 61.0 66.0 70.0 56.0 61.0 60.0 52.0 80.0 73.0 67.0 43.0 73.0 63.0 27.0 27.0 49.0 63.0 68.0 68.0 68.0 13.0 12.0 6.0 6.0 14.0 1.1 2017.0 2019 2.0 Defending
746 228251 L. Pellegrini 22 Italy 78 84 Roma 14 51.0 2027 Right 2.0 3.0 3.0 Medium/ Medium Normal No CM 2017-07-01 2022-01-01 73 170 74 74 74 76 76 76 76 76 77 77 77 77 78 78 78 77 76 76 76 76 76 75 74 74 74 75 72.0 60.0 71.0 82.0 69.0 76.0 69.0 40.0 79.0 79.0 77.0 74.0 68.0 73.0 69.0 76.0 67.0 76.0 69.0 72.0 71.0 70.0 74.0 76.0 49.0 79.0 70.0 74.0 72.0 12.0 7.0 10.0 13.0 11.0 26.6 2017.0 2022 5.0 Midfield
5649 215810 C. Lombardi 22 Italy 69 74 Lazio 1.4 19.0 1600 Right 1.0 4.0 3.0 Medium/ Medium Normal No LW 2012-07-01 2022-01-01 71 165 67 67 67 70 69 69 69 70 68 68 68 68 59 59 59 68 51 46 46 46 51 48 42 42 42 48 68.0 62.0 54.0 65.0 52.0 73.0 44.0 34.0 50.0 74.0 77.0 76.0 78.0 58.0 66.0 69.0 60.0 38.0 62.0 66.0 38.0 27.0 67.0 58.0 52.0 59.0 28.0 25.0 23.0 6.0 14.0 14.0 10.0 12.0 2.5 2012.0 2022 10.0 Attacking
14358 221332 G. Guerrieri 22 Italy 61 68 Lazio 260 4.0 1045 Right 1.0 3.0 1.0 Medium/ Medium Normal No GK 2015-07-10 2021-01-01 72 172 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 13.0 19.0 27.0 13.0 16.0 18.0 16.0 19.0 20.0 41.0 49.0 35.0 61.0 48.0 23.0 54.0 22.0 67.0 14.0 18.0 23.0 16.0 28.0 23.0 51.0 22.0 15.0 14.0 62.0 59.0 58.0 59.0 61.0 494 2015.0 2021 6.0 Goalkeeper
3500 219998 J. Mauri 22 Italy 72 79 Milan 4.3 43.0 1916 Right 1.0 4.0 3.0 Medium/ High Normal No CM 2015-07-06 2019-01-01 67 143 59 59 59 70 67 67 67 70 72 72 72 71 73 73 73 71 71 71 71 71 71 69 63 63 63 69 66.0 40.0 41.0 78.0 64.0 77.0 72.0 55.0 74.0 78.0 77.0 65.0 89.0 66.0 93.0 64.0 75.0 74.0 33.0 68.0 69.0 68.0 50.0 72.0 62.0 68.0 70.0 62.0 66.0 12.0 8.0 7.0 15.0 6.0 8.2 2015.0 2019 4.0 Midfield
3909 231919 A. Murgia 21 Italy 72 78 Lazio 4.2 22.0 1817 Right 1.0 3.0 3.0 Medium/ Medium Normal No CM 2013-07-01 2022-01-01 73 172 69 69 69 68 70 70 70 68 71 71 71 68 73 73 73 68 67 71 71 71 67 67 70 70 70 67 56.0 60.0 70.0 75.0 58.0 69.0 55.0 55.0 72.0 74.0 52.0 51.0 54.0 74.0 57.0 69.0 54.0 51.0 68.0 69.0 58.0 74.0 72.0 72.0 53.0 62.0 68.0 68.0 66.0 12.0 8.0 7.0 8.0 8.0 8.1 2013.0 2022 9.0 Midfield
8007 233809 A. Rossi 21 Italy 67 77 Lazio 1.3 12.0 1578 Right 1.0 2.0 3.0 High/ Low Normal No ST 2016-11-03 2021-01-01 72 172 68 68 68 64 65 65 65 64 63 63 63 63 58 58 58 63 50 48 48 48 50 48 45 45 45 48 52.0 69.0 64.0 65.0 64.0 64.0 53.0 50.0 49.0 66.0 67.0 63.0 58.0 62.0 46.0 70.0 62.0 59.0 73.0 60.0 43.0 32.0 66.0 48.0 53.0 55.0 28.0 26.0 24.0 7.0 5.0 14.0 10.0 6.0 2.4 2016.0 2021 5.0 Attacking
1763 225116 A. Meret 21 Italy 75 89 Napoli 12 24.0 1161 Left 1.0 2.0 1.0 Medium/ Medium Lean No GK 2018-07-05 2023-01-01 75 183 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 15.0 17.0 19.0 29.0 20.0 16.0 20.0 21.0 22.0 22.0 41.0 48.0 37.0 70.0 48.0 21.0 68.0 29.0 65.0 17.0 22.0 22.0 20.0 21.0 21.0 67.0 10.0 21.0 12.0 77.0 71.0 66.0 75.0 78.0 27.9 2018.0 2023 5.0 Goalkeeper
744 228881 D. Calabria 21 Italy 78 88 Milan 14.5 52.0 1946 Right 1.0 3.0 3.0 Medium/ Medium Normal No RB 2015-07-01 2022-01-01 69 154 60 60 60 67 63 63 63 67 65 65 65 70 69 69 69 70 79 76 76 76 79 78 76 76 76 78 79.0 30.0 64.0 75.0 58.0 73.0 76.0 48.0 68.0 74.0 81.0 77.0 83.0 74.0 78.0 62.0 69.0 81.0 64.0 48.0 78.0 77.0 42.0 50.0 48.0 74.0 78.0 78.0 77.0 8.0 14.0 15.0 12.0 7.0 27.6 2015.0 2022 7.0 Defending
5179 220534 S. Luperto 21 Italy 70 80 Napoli 2.5 19.0 1724 Left 1.0 3.0 2.0 Medium/ Medium Lean No CB 2013-08-23 2023-01-01 75 165 61 61 61 59 59 59 59 59 58 58 58 59 61 61 61 59 67 67 67 67 67 68 70 70 70 68 65.0 50.0 70.0 65.0 45.0 52.0 47.0 42.0 54.0 63.0 54.0 54.0 56.0 66.0 61.0 72.0 70.0 68.0 70.0 68.0 64.0 68.0 52.0 43.0 44.0 62.0 70.0 72.0 72.0 12.0 6.0 12.0 11.0 6.0 4.8 2013.0 2023 10.0 Defending
1070 237715 P. Cutrone 20 Italy 77 89 Milan 16 62.0 1759 Right 1.0 3.0 3.0 High/ Medium Normal No RS 2015-07-01 2023-01-01 72 172 77 77 77 73 75 75 75 73 71 71 71 70 62 62 62 70 52 49 49 49 52 49 47 47 47 49 48.0 80.0 76.0 70.0 72.0 74.0 68.0 42.0 34.0 76.0 75.0 77.0 69.0 74.0 76.0 74.0 75.0 72.0 74.0 62.0 60.0 14.0 80.0 56.0 68.0 72.0 36.0 20.0 18.0 10.0 7.0 7.0 10.0 5.0 30.4 2015.0 2023 8.0 Attacking
229 230621 G. Donnarumma 19 Italy 82 93 Milan 29 23.0 1278 Right 3.0 3.0 1.0 Medium/ Medium Normal Yes GK 2015-07-01 2021-01-01 77 198 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 12.0 12.0 34.0 8.0 28.0 12.0 14.0 24.0 28.0 46.0 54.0 64.0 74.0 38.0 24.0 72.0 34.0 72.0 18.0 30.0 26.0 14.0 50.0 24.0 68.0 20.0 14.0 16.0 88.0 78.0 72.0 78.0 88.0 55.1 2015.0 2021 6.0 Goalkeeper
10083 243237 L. Pellegrini 19 Italy 65 79 Roma 1 5.0 1552 Left 1.0 3.0 2.0 Medium/ Medium Normal No LB 2017-07-01 2022-01-01 70 159 54 54 54 59 56 56 56 59 55 55 55 60 54 54 54 60 65 58 58 58 65 65 62 62 62 65 69.0 30.0 57.0 56.0 33.0 64.0 39.0 39.0 40.0 60.0 75.0 72.0 54.0 60.0 69.0 36.0 59.0 53.0 50.0 35.0 56.0 60.0 66.0 36.0 49.0 54.0 64.0 66.0 68.0 6.0 9.0 11.0 6.0 5.0 2.4 2017.0 2022 5.0 Defending
13896 245491 P. Beruatto 19 Italy 62 78 Juventus 575 5.0 1510 Left 1.0 3.0 2.0 Medium/ High Lean No LB 2018-07-01 2021-01-01 72 172 46 46 46 48 47 47 47 48 48 48 48 51 52 52 52 51 61 61 61 61 61 62 64 64 64 62 50.0 10.0 60.0 58.0 38.0 52.0 41.0 40.0 55.0 54.0 63.0 67.0 54.0 59.0 54.0 57.0 68.0 54.0 68.0 32.0 57.0 60.0 22.0 43.0 43.0 56.0 64.0 66.0 68.0 14.0 5.0 12.0 10.0 12.0 1.3 2018.0 2021 3.0 Defending
3418 236610 M. Kean 18 Italy 72 87 Juventus 6.5 32.0 1672 Right 1.0 3.0 3.0 High/ Medium Lean No ST 2016-08-01 2020-01-01 72 174 72 72 72 69 71 71 71 69 67 67 67 67 59 59 59 67 50 47 47 47 50 47 44 44 44 47 42.0 75.0 65.0 59.0 64.0 73.0 62.0 43.0 38.0 74.0 75.0 79.0 75.0 68.0 69.0 71.0 68.0 69.0 73.0 58.0 45.0 21.0 72.0 51.0 65.0 68.0 27.0 28.0 16.0 13.0 8.0 10.0 7.0 9.0 14.8 2016.0 2020 4.0 Attacking
9187 236378 A. Plizzari 18 Italy 66 84 Milan 1.1 4.0 1075 Right 1.0 1.0 1.0 Medium/ Medium Lean No GK 2016-07-01 2019-01-01 74 161 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 5.0 20.0 36.0 17.0 21.0 15.0 19.0 26.0 23.0 45.0 37.0 57.0 47.0 33.0 37.0 63.0 25.0 54.0 19.0 16.0 13.0 6.0 35.0 15.0 53.0 16.0 20.0 13.0 68.0 68.0 59.0 62.0 72.0 2.5 2016.0 2019 3.0 Goalkeeper
9863 238067 N. Zaniolo 18 Italy 66 84 Roma 1.3 7.0 1651 Left 1.0 3.0 3.0 High/ Medium Lean No CAM 2018-07-01 2023-01-01 75 174 63 63 63 63 66 66 66 63 66 66 66 64 66 66 66 64 58 62 62 62 58 57 58 58 58 57 39.0 57.0 59.0 67.0 39.0 64.0 54.0 51.0 64.0 69.0 64.0 62.0 46.0 63.0 62.0 59.0 46.0 68.0 61.0 61.0 60.0 54.0 66.0 69.0 49.0 58.0 56.0 54.0 40.0 8.0 11.0 11.0 13.0 5.0 3.1 2018.0 2023 5.0 Midfield
28 482 197853 S. Aurier 25 Ivory Coast 80 83 Tottenham Hotspur 15.5 82.0 2091 Right 2.0 3.0 3.0 High/ High Normal Yes RB 2017-08-31 2022-01-01 69 168 72 72 72 76 74 74 74 76 75 75 75 77 77 77 77 77 81 80 80 80 81 81 81 81 81 81 83.0 54.0 75.0 78.0 47.0 76.0 69.0 30.0 72.0 79.0 79.0 78.0 73.0 81.0 76.0 71.0 94.0 77.0 74.0 58.0 86.0 79.0 72.0 71.0 64.0 75.0 75.0 81.0 82.0 7.0 10.0 15.0 16.0 9.0 29.8 2017.0 2022 5.0 Defending
327 225508 E. Bailly 24 Ivory Coast 81 87 Manchester United 21 105.0 1853 Right 2.0 3.0 2.0 Medium/ High Normal Yes CB 2016-07-01 2020-01-01 73 170 60 60 60 60 60 60 60 60 61 61 61 62 65 65 65 62 74 75 75 75 74 76 82 82 82 76 51.0 33.0 79.0 70.0 42.0 60.0 46.0 43.0 56.0 65.0 68.0 79.0 65.0 74.0 62.0 55.0 85.0 72.0 85.0 48.0 87.0 81.0 47.0 54.0 46.0 70.0 80.0 82.0 83.0 14.0 14.0 10.0 9.0 8.0 43.1 2016.0 2020 4.0 Defending
562 230938 F. Kessié 21 Ivory Coast 79 88 Milan 19.5 24.0 2149 Right 2.0 4.0 3.0 High/ High Normal No CM NaT 2019-06-30 72 168 76 76 76 76 77 77 77 76 77 77 77 77 79 79 79 77 79 81 81 81 79 79 80 80 80 79 66.0 64.0 68.0 79.0 60.0 78.0 58.0 48.0 75.0 79.0 71.0 77.0 68.0 76.0 79.0 84.0 79.0 96.0 87.0 76.0 86.0 80.0 76.0 71.0 82.0 76.0 80.0 78.0 74.0 9.0 11.0 12.0 12.0 10.0 19.8 2017.0 2019 2.0 Midfield
29 379 189358 S. Kagawa 29 Japan 81 81 Borussia Dortmund 17.5 65.0 1948 Right 3.0 4.0 4.0 High/ Medium Lean Yes CAM 2014-08-31 2020-01-01 69 150 73 73 73 80 79 79 79 80 82 82 82 81 80 80 80 81 71 69 69 69 71 67 57 57 57 67 65.0 76.0 48.0 83.0 76.0 86.0 74.0 63.0 72.0 83.0 74.0 60.0 87.0 81.0 88.0 54.0 65.0 82.0 39.0 55.0 30.0 59.0 80.0 80.0 80.0 83.0 56.0 53.0 49.0 11.0 9.0 8.0 9.0 13.0 29.8 2014.0 2020 6.0 Midfield
30 505 188942 V. Wanyama 27 Kenya 80 82 Tottenham Hotspur 14.5 86.0 2043 Right 2.0 3.0 2.0 Medium/ High Normal Yes CDM 2016-07-01 2021-01-01 72 192 71 71 71 69 70 70 70 69 70 70 70 70 74 74 74 70 76 81 81 81 76 77 82 82 82 77 62.0 61.0 71.0 77.0 60.0 68.0 62.0 57.0 70.0 75.0 54.0 61.0 68.0 81.0 65.0 79.0 79.0 78.0 92.0 60.0 89.0 83.0 63.0 64.0 65.0 76.0 78.0 85.0 77.0 6.0 14.0 10.0 13.0 16.0 27.9 2016.0 2021 5.0 Midfield
31 125 200104 H. Son 25 Korea Republic 84 85 Tottenham Hotspur 37 125.0 2079 Right 3.0 5.0 4.0 High/ High Lean Yes LM 2015-08-28 2023-01-01 72 143 85 85 85 87 87 87 87 87 86 86 86 85 79 79 79 85 68 64 64 64 68 64 56 56 56 64 78.0 85.0 65.0 79.0 79.0 88.0 81.0 70.0 64.0 85.0 88.0 87.0 82.0 84.0 76.0 86.0 63.0 85.0 63.0 88.0 60.0 39.0 85.0 80.0 71.0 82.0 48.0 34.0 33.0 11.0 13.0 13.0 6.0 10.0 71.2 2015.0 2023 8.0 Midfield
32 1258 191783 V. Berisha 25 Kosovo 76 79 Lazio 9.5 40.0 2045 Right 2.0 4.0 4.0 High/ Medium Normal No LM 2018-07-04 2023-01-01 69 154 72 72 72 76 75 75 75 76 76 76 76 76 74 74 74 76 70 70 70 70 70 68 65 65 65 68 63.0 66.0 42.0 73.0 68.0 77.0 72.0 66.0 71.0 78.0 83.0 79.0 84.0 73.0 69.0 76.0 79.0 86.0 74.0 73.0 81.0 56.0 72.0 76.0 69.0 78.0 66.0 56.0 54.0 6.0 14.0 15.0 15.0 13.0 16.9 2018.0 2023 5.0 Midfield
33 181 204639 S. Savić 27 Montenegro 83 86 Atlético Madrid 26 67.0 1696 Right 2.0 3.0 2.0 Medium/ High Lean Yes CB 2015-07-20 2020-01-01 74 174 55 55 55 53 54 54 54 53 56 56 56 56 63 63 63 56 70 77 77 77 70 74 83 83 83 74 35.0 34.0 85.0 72.0 27.0 47.0 34.0 28.0 69.0 68.0 55.0 61.0 61.0 82.0 49.0 43.0 87.0 58.0 77.0 31.0 83.0 84.0 29.0 41.0 37.0 75.0 86.0 83.0 84.0 14.0 13.0 14.0 13.0 12.0 55.3 2015.0 2020 5.0 Defending
759 224031 A. Marušić 25 Montenegro 78 79 Lazio 12.5 46.0 2088 Right 1.0 4.0 4.0 High/ Medium Normal No RM 2017-07-01 2022-01-01 73 187 77 77 77 78 77 77 77 78 76 76 76 78 75 75 75 78 78 75 75 75 78 77 75 75 75 77 78.0 66.0 72.0 75.0 68.0 78.0 72.0 48.0 68.0 77.0 86.0 89.0 66.0 76.0 67.0 81.0 80.0 79.0 79.0 77.0 71.0 73.0 73.0 72.0 58.0 72.0 72.0 71.0 72.0 8.0 9.0 7.0 10.0 10.0 22.2 2017.0 2022 5.0 Midfield
14511 233164 A. Muric 19 Montenegro 61 78 Manchester City 450 3.0 1052 Right 1.0 2.0 1.0 Medium/ Medium Normal Yes GK 2017-07-27 2020-01-01 78 179 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 12.0 10.0 32.0 16.0 17.0 18.0 11.0 37.0 22.0 44.0 46.0 38.0 51.0 40.0 21.0 62.0 29.0 68.0 14.0 24.0 18.0 11.0 40.0 18.0 51.0 12.0 12.0 13.0 62.0 60.0 58.0 59.0 64.0 1.1 2017.0 2020 3.0 Goalkeeper
34 73 177509 M. Benatia 31 Morocco 86 86 Juventus 30 160.0 1803 Right 3.0 3.0 2.0 Medium/ High Normal Yes CB 2014-08-26 2020-01-01 74 207 64 64 64 60 61 61 61 60 60 60 60 63 65 65 65 63 76 79 79 79 76 78 87 87 87 78 45.0 47.0 83.0 65.0 44.0 64.0 34.0 27.0 65.0 64.0 65.0 75.0 59.0 82.0 53.0 66.0 85.0 69.0 91.0 24.0 86.0 86.0 38.0 47.0 41.0 82.0 89.0 87.0 85.0 7.0 4.0 8.0 7.0 11.0 49.5 2014.0 2020 6.0 Defending
730 235212 A. Hakimi 19 Morocco 78 86 Borussia Dortmund 12.5 49.0 2024 Right 1.0 2.0 3.0 High/ Medium Normal Yes LB NaT 2020-06-30 71 161 73 73 73 77 75 75 75 77 75 75 75 78 74 74 74 78 79 75 75 75 79 78 74 74 74 78 76.0 59.0 64.0 77.0 48.0 78.0 65.0 55.0 68.0 78.0 89.0 91.0 75.0 77.0 75.0 75.0 69.0 84.0 73.0 62.0 67.0 71.0 71.0 63.0 46.0 72.0 74.0 73.0 75.0 10.0 8.0 14.0 6.0 8.0 19.8 2017.0 2020 3.0 Defending
35 154 9014 A. Robben 34 Netherlands 84 84 FC Bayern München 15.5 110.0 2044 Left 4.0 2.0 4.0 High/ Low Normal Yes RM 2009-08-28 2019-01-01 71 176 83 83 83 87 87 87 87 87 86 86 86 85 79 79 79 85 63 60 60 60 63 58 49 49 49 58 80.0 85.0 51.0 82.0 86.0 89.0 90.0 81.0 71.0 88.0 83.0 76.0 87.0 85.0 90.0 86.0 60.0 64.0 67.0 86.0 47.0 37.0 84.0 80.0 78.0 85.0 30.0 26.0 26.0 10.0 8.0 11.0 5.0 15.0 25.6 2009.0 2019 10.0 Midfield
1147 137677 M. Vorm 34 Netherlands 77 77 Tottenham Hotspur 3.6 56.0 1279 Right 2.0 3.0 1.0 Medium/ Medium Normal Yes GK 2014-07-23 2019-01-01 72 185 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 14.0 17.0 39.0 12.0 18.0 12.0 14.0 35.0 35.0 53.0 54.0 63.0 80.0 53.0 23.0 72.0 36.0 65.0 19.0 23.0 28.0 10.0 32.0 41.0 63.0 22.0 11.0 14.0 78.0 72.0 70.0 73.0 78.0 6.7 2014.0 2019 5.0 Goalkeeper
266 199987 J. Cillessen 29 Netherlands 82 84 FC Barcelona 18 135.0 1292 Right 3.0 3.0 1.0 Medium/ Medium Normal No GK 2016-08-25 2021-01-01 73 183 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 10.0 12.0 47.0 19.0 12.0 10.0 10.0 33.0 32.0 54.0 50.0 48.0 78.0 50.0 35.0 71.0 40.0 67.0 15.0 25.0 25.0 11.0 60.0 21.0 61.0 18.0 12.0 11.0 80.0 83.0 75.0 81.0 80.0 38.3 2016.0 2021 5.0 Goalkeeper
302 181291 G. Wijnaldum 27 Netherlands 82 82 Liverpool 23 130.0 2175 Right 3.0 3.0 4.0 High/ High Lean Yes CAM 2016-07-22 2021-01-01 69 152 79 79 79 81 82 82 82 81 82 82 82 82 83 83 83 82 79 80 80 80 79 78 76 76 76 78 67.0 70.0 72.0 84.0 73.0 84.0 76.0 70.0 76.0 84.0 77.0 76.0 80.0 82.0 81.0 76.0 80.0 85.0 72.0 71.0 64.0 76.0 79.0 78.0 74.0 82.0 74.0 75.0 65.0 16.0 6.0 14.0 12.0 6.0 43.7 2016.0 2021 5.0 Midfield
59 203376 V. van Dijk 26 Netherlands 86 88 Liverpool 44.5 165.0 2046 Right 3.0 3.0 2.0 Medium/ Medium Normal Yes LCB 2018-01-01 2023-01-01 76 203 71 71 71 68 69 69 69 68 70 70 70 70 74 74 74 70 79 83 83 83 79 81 88 88 88 81 53.0 52.0 82.0 76.0 45.0 70.0 60.0 70.0 78.0 73.0 74.0 77.0 61.0 85.0 49.0 81.0 85.0 71.0 92.0 64.0 81.0 86.0 41.0 59.0 62.0 83.0 88.0 89.0 84.0 13.0 10.0 13.0 11.0 11.0 87.9 2018.0 2023 5.0 Defending
127 198176 S. de Vrij 26 Netherlands 84 86 Inter 31.5 88.0 1808 Right 3.0 4.0 2.0 Medium/ High Normal No CB 2018-07-01 2023-01-01 74 172 60 60 60 61 61 61 61 61 64 64 64 63 70 70 70 63 76 80 80 80 76 79 85 85 85 79 49.0 25.0 80.0 71.0 27.0 63.0 45.0 16.0 71.0 71.0 67.0 69.0 61.0 80.0 59.0 65.0 76.0 66.0 80.0 60.0 78.0 87.0 32.0 59.0 41.0 82.0 88.0 87.0 83.0 8.0 10.0 7.0 14.0 13.0 55.9 2018.0 2023 5.0 Defending
641 199767 M. van Ginkel 25 Netherlands 79 80 Chelsea 14.5 98.0 2102 Right 2.0 4.0 3.0 High/ High Lean Yes CM 2013-07-05 2020-01-01 73 181 77 77 77 77 78 78 78 77 79 79 79 77 79 79 79 77 74 76 76 76 74 73 73 73 73 73 71.0 76.0 74.0 83.0 74.0 75.0 66.0 69.0 79.0 80.0 62.0 69.0 71.0 77.0 59.0 79.0 74.0 76.0 71.0 76.0 69.0 63.0 78.0 77.0 84.0 84.0 71.0 73.0 68.0 7.0 11.0 13.0 13.0 14.0 27.9 2013.0 2020 7.0 Midfield
2025 226537 V. Janssen 24 Netherlands 75 78 Tottenham Hotspur 8.5 64.0 1747 Left 2.0 4.0 3.0 High/ Low Normal Yes ST 2016-07-18 2020-01-01 72 194 76 76 76 69 74 74 74 69 71 71 71 66 63 63 63 66 49 52 52 52 49 47 50 50 50 47 35.0 77.0 74.0 75.0 65.0 67.0 54.0 39.0 40.0 75.0 60.0 62.0 59.0 75.0 66.0 83.0 73.0 57.0 77.0 68.0 78.0 19.0 78.0 64.0 81.0 74.0 39.0 23.0 22.0 13.0 7.0 11.0 15.0 16.0 16.4 2016.0 2020 4.0 Attacking
1767 222558 R. Karsdorp 23 Netherlands 75 80 Roma 7.5 39.0 2036 Right 1.0 3.0 3.0 High/ Medium Normal No RB 2017-07-01 2022-01-01 72 176 71 71 71 74 73 73 73 74 73 73 73 75 73 73 73 75 76 74 74 74 76 76 74 74 74 76 77.0 53.0 69.0 72.0 66.0 76.0 60.0 60.0 73.0 75.0 86.0 87.0 65.0 73.0 65.0 80.0 74.0 72.0 69.0 69.0 78.0 67.0 65.0 67.0 52.0 68.0 71.0 75.0 75.0 13.0 7.0 14.0 16.0 15.0 13.3 2017.0 2022 5.0 Defending
6316 234679 P. Sandler 21 Netherlands 69 81 Manchester City 1.7 28.0 1745 Right 1.0 3.0 2.0 High/ Medium Normal No CB 2018-07-01 2022-01-01 75 181 56 56 56 59 60 60 60 59 63 63 63 61 67 67 67 61 64 69 69 69 64 65 69 69 69 65 32.0 23.0 64.0 70.0 28.0 71.0 62.0 70.0 71.0 70.0 66.0 67.0 63.0 62.0 57.0 63.0 69.0 61.0 72.0 52.0 61.0 65.0 40.0 67.0 46.0 63.0 69.0 72.0 68.0 12.0 13.0 15.0 13.0 11.0 3.4 2018.0 2022 4.0 Defending
1820 236920 J. Kluivert 19 Netherlands 75 86 Roma 11 28.0 1877 Right 1.0 4.0 4.0 High/ Medium Normal No LW 2018-07-01 2023-01-01 67 146 72 72 72 77 76 76 76 77 75 75 75 75 67 67 67 75 59 55 55 55 59 56 49 49 49 56 69.0 70.0 52.0 68.0 67.0 82.0 72.0 58.0 54.0 78.0 91.0 88.0 85.0 67.0 83.0 77.0 66.0 69.0 61.0 76.0 66.0 25.0 65.0 72.0 66.0 74.0 47.0 32.0 27.0 5.0 6.0 14.0 7.0 12.0 20.9 2018.0 2023 5.0 Attacking
14674 240906 B. Adekanye 19 Netherlands 60 80 Liverpool 450 7.0 1513 Left 1.0 2.0 3.0 Medium/ Medium Normal No RW 2017-01-01 2019-01-01 67 137 60 60 60 61 60 60 60 61 59 59 59 60 53 53 53 60 49 45 45 45 49 47 42 42 42 47 54.0 58.0 49.0 56.0 55.0 64.0 49.0 44.0 46.0 64.0 75.0 73.0 68.0 50.0 74.0 63.0 53.0 55.0 64.0 48.0 45.0 21.0 52.0 49.0 52.0 55.0 25.0 35.0 30.0 8.0 9.0 5.0 11.0 9.0 1.3 2017.0 2019 2.0 Attacking
10087 233510 T. Chong 18 Netherlands 65 85 Manchester United 1.1 13.0 1733 Left 1.0 4.0 4.0 High/ High Lean Yes RW 2017-07-01 2019-01-01 72 154 64 64 64 67 65 65 65 67 66 66 66 66 61 61 61 66 58 55 55 55 58 56 53 53 53 56 66.0 61.0 50.0 62.0 59.0 68.0 67.0 60.0 58.0 61.0 78.0 77.0 76.0 53.0 56.0 60.0 64.0 63.0 66.0 62.0 65.0 42.0 66.0 65.0 44.0 60.0 43.0 46.0 42.0 13.0 7.0 14.0 8.0 11.0 3.2 2017.0 2019 2.0 Attacking
36 858 172962 V. Moses 27 Nigeria 78 78 Chelsea 11 105.0 2110 Right 2.0 4.0 4.0 Medium/ Medium Normal Yes RW 2012-08-24 2021-01-01 70 170 76 76 76 78 78 78 78 78 78 78 78 79 77 77 77 79 78 76 76 76 78 77 74 74 74 77 76.0 69.0 70.0 76.0 64.0 82.0 75.0 61.0 70.0 81.0 79.0 77.0 76.0 76.0 82.0 74.0 66.0 85.0 69.0 69.0 62.0 73.0 76.0 72.0 75.0 75.0 74.0 74.0 71.0 9.0 7.0 8.0 16.0 16.0 20.4 2012.0 2021 9.0 Attacking
789 213655 A. Iwobi 22 Nigeria 78 84 Arsenal 14 81.0 1739 Right 1.0 3.0 4.0 Medium/ Medium Normal Yes LM 2013-07-01 2023-01-01 73 165 71 71 71 78 77 77 77 78 79 79 79 78 72 72 72 78 59 56 56 56 59 53 44 44 44 53 67.0 64.0 42.0 81.0 48.0 84.0 50.0 40.0 63.0 84.0 80.0 77.0 76.0 75.0 75.0 67.0 47.0 74.0 70.0 54.0 46.0 24.0 75.0 80.0 59.0 72.0 30.0 26.0 23.0 14.0 7.0 12.0 14.0 11.0 29.4 2013.0 2023 10.0 Midfield
37 392 173771 L. Piszczek 33 Poland 81 81 Borussia Dortmund 7 57.0 2128 Right 3.0 4.0 2.0 Medium/ Medium Normal Yes RB 2010-07-01 2020-01-01 72 174 76 76 76 77 76 76 76 77 76 76 76 78 77 77 77 78 82 81 81 81 82 82 82 82 82 82 82.0 65.0 74.0 76.0 64.0 72.0 80.0 47.0 69.0 76.0 74.0 83.0 66.0 81.0 66.0 78.0 77.0 77.0 78.0 69.0 83.0 83.0 73.0 71.0 65.0 82.0 81.0 82.0 79.0 14.0 11.0 14.0 6.0 12.0 11.9 2010.0 2020 10.0 Defending
10 188545 R. Lewandowski 29 Poland 90 90 FC Bayern München 77 205.0 2152 Right 4.0 4.0 4.0 High/ Medium Normal Yes ST 2014-07-01 2021-01-01 72 176 90 90 90 86 89 89 89 86 86 86 86 84 80 80 80 84 64 65 65 65 64 61 60 60 60 61 62.0 91.0 85.0 83.0 89.0 85.0 77.0 86.0 65.0 89.0 77.0 78.0 78.0 90.0 78.0 88.0 84.0 78.0 84.0 84.0 80.0 39.0 91.0 77.0 88.0 86.0 34.0 42.0 19.0 15.0 6.0 12.0 8.0 10.0 127.1 2014.0 2021 7.0 Attacking
92 186153 W. Szczęsny 28 Poland 85 87 Juventus 32 125.0 1270 Right 3.0 3.0 1.0 Medium/ Medium Lean Yes GK 2017-07-19 2021-01-01 77 198 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 12.0 16.0 32.0 14.0 11.0 16.0 14.0 36.0 22.0 51.0 47.0 55.0 82.0 51.0 15.0 71.0 45.0 65.0 14.0 40.0 15.0 14.0 48.0 18.0 65.0 20.0 13.0 12.0 85.0 81.0 71.0 85.0 87.0 55.2 2017.0 2021 4.0 Goalkeeper
340 210406 P. Zieliński 24 Poland 81 88 Napoli 24.5 64.0 2075 Right 3.0 5.0 4.0 Medium/ Medium Lean No RCM 2016-08-09 2021-01-01 71 165 76 76 76 82 81 81 81 82 83 83 83 82 82 82 82 82 79 77 77 77 79 77 70 70 70 77 77.0 65.0 52.0 82.0 70.0 84.0 80.0 65.0 79.0 85.0 82.0 84.0 79.0 76.0 76.0 76.0 54.0 72.0 54.0 80.0 56.0 75.0 77.0 82.0 51.0 75.0 69.0 72.0 71.0 12.0 9.0 12.0 11.0 6.0 46.6 2016.0 2021 5.0 Midfield
350 205175 A. Milik 24 Poland 81 88 Napoli 25.5 71.0 1937 Left 3.0 3.0 4.0 Medium/ Medium Lean Yes CF 2016-08-02 2021-01-01 73 172 82 82 82 76 78 78 78 76 75 75 75 74 69 69 69 74 58 58 58 58 58 57 55 55 55 57 58.0 88.0 78.0 63.0 76.0 74.0 71.0 74.0 62.0 78.0 69.0 74.0 68.0 75.0 63.0 85.0 62.0 73.0 78.0 82.0 67.0 36.0 81.0 60.0 79.0 72.0 35.0 34.0 32.0 9.0 16.0 16.0 15.0 6.0 48.5 2016.0 2021 5.0 Attacking
15378 228383 K. Grabara 19 Poland 59 76 Liverpool 280 3.0 969 Right 1.0 3.0 1.0 Medium/ Medium Lean Yes GK 2017-07-01 2022-01-01 75 165 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 18.0 13.0 12.0 31.0 13.0 19.0 17.0 19.0 19.0 15.0 40.0 38.0 38.0 56.0 41.0 21.0 52.0 29.0 50.0 14.0 26.0 14.0 5.0 30.0 17.0 50.0 5.0 19.0 13.0 60.0 57.0 52.0 56.0 60.0 707 2017.0 2022 5.0 Goalkeeper
16806 238186 M. Bulka 18 Poland 56 74 Chelsea 150 2.0 885 Right 1.0 2.0 1.0 Medium/ Medium Lean No GK 2016-10-04 2019-01-01 78 198 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 8.0 10.0 28.0 5.0 7.0 13.0 14.0 27.0 13.0 28.0 25.0 42.0 49.0 28.0 22.0 43.0 20.0 70.0 7.0 25.0 11.0 8.0 38.0 18.0 42.0 12.0 10.0 14.0 57.0 54.0 56.0 52.0 59.0 371 2016.0 2019 3.0 Goalkeeper
38 1 20801 Cristiano Ronaldo 33 Portugal 94 94 Juventus 77 405.0 2228 Right 5.0 4.0 5.0 High/ Low C. Ronaldo Yes ST 2018-07-10 2022-01-01 74 183 94 94 94 92 93 93 93 92 91 91 91 91 84 84 84 91 68 64 64 64 68 64 56 56 56 64 84.0 94.0 89.0 81.0 87.0 88.0 81.0 76.0 77.0 94.0 89.0 91.0 87.0 96.0 70.0 95.0 95.0 88.0 79.0 93.0 63.0 29.0 95.0 82.0 85.0 95.0 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 127.1 2018.0 2022 4.0 Attacking
615 204614 Mário Rui 27 Portugal 79 80 Napoli 11.5 60.0 2066 Left 2.0 3.0 3.0 High/ Medium Lean No LB 2018-01-06 2022-01-01 67 148 64 64 64 73 70 70 70 73 72 72 72 75 75 75 75 75 80 76 76 76 80 79 74 74 74 79 79.0 27.0 60.0 76.0 53.0 79.0 68.0 66.0 72.0 76.0 88.0 83.0 88.0 78.0 89.0 69.0 92.0 91.0 54.0 73.0 73.0 77.0 59.0 64.0 60.0 73.0 71.0 76.0 76.0 13.0 5.0 9.0 8.0 14.0 20.4 2018.0 2022 4.0 Defending
337 212814 João Mário 25 Portugal 81 84 Inter 22.5 71.0 2055 Right 3.0 4.0 4.0 Medium/ Medium Normal Yes CAM 2016-08-28 2021-01-01 70 161 75 75 75 80 79 79 79 80 81 81 81 80 81 81 81 80 76 76 76 76 76 73 69 69 69 73 77.0 64.0 55.0 83.0 69.0 83.0 74.0 67.0 78.0 83.0 73.0 69.0 81.0 73.0 77.0 76.0 64.0 79.0 68.0 72.0 60.0 72.0 77.0 81.0 66.0 82.0 57.0 70.0 62.0 6.0 15.0 8.0 8.0 8.0 39.9 2016.0 2021 5.0 Midfield
247 210514 João Cancelo 24 Portugal 82 88 Juventus 25.5 95.0 2174 Right 2.0 3.0 4.0 High/ Medium Lean No RB 2018-07-01 2023-01-01 72 163 76 76 76 81 80 80 80 81 80 80 80 83 80 80 80 83 84 80 80 80 84 83 77 77 77 83 85.0 58.0 64.0 78.0 62.0 84.0 83.0 69.0 75.0 83.0 91.0 91.0 78.0 82.0 74.0 80.0 73.0 89.0 66.0 66.0 73.0 77.0 78.0 74.0 46.0 77.0 79.0 79.0 79.0 6.0 9.0 15.0 14.0 14.0 47.2 2018.0 2023 5.0 Defending
324 227928 Nélson Semedo 24 Portugal 81 86 FC Barcelona 20 125.0 2039 Right 2.0 3.0 4.0 Medium/ High Lean No RB 2017-07-14 2022-01-01 70 148 71 71 71 76 75 75 75 76 74 74 74 78 75 75 75 78 82 77 77 77 82 81 76 76 76 81 74.0 50.0 58.0 73.0 42.0 80.0 61.0 30.0 65.0 78.0 91.0 92.0 88.0 82.0 83.0 74.0 80.0 91.0 62.0 60.0 77.0 80.0 72.0 62.0 38.0 75.0 75.0 78.0 79.0 16.0 12.0 10.0 14.0 12.0 42.5 2017.0 2022 5.0 Defending
343 209889 R. Guerreiro 24 Portugal 81 86 Borussia Dortmund 24 54.0 2146 Left 3.0 3.0 4.0 Medium/ Medium Normal No LM 2016-07-01 2020-01-01 67 157 77 77 77 83 82 82 82 83 83 83 83 83 82 82 82 83 81 79 79 79 81 79 72 72 72 79 85.0 75.0 52.0 84.0 78.0 83.0 84.0 82.0 75.0 84.0 82.0 68.0 88.0 83.0 86.0 79.0 63.0 72.0 49.0 82.0 69.0 84.0 77.0 79.0 44.0 75.0 67.0 70.0 77.0 12.0 6.0 8.0 11.0 8.0 42.6 2016.0 2020 4.0 Midfield
56 218667 Bernardo Silva 23 Portugal 86 91 Manchester City 59.5 180.0 2039 Left 2.0 3.0 4.0 High/ Medium Lean Yes RW 2017-07-01 2022-01-01 68 141 77 77 77 86 84 84 84 86 86 86 86 86 82 82 82 86 70 67 67 67 70 65 55 55 55 65 85.0 75.0 51.0 85.0 69.0 92.0 83.0 67.0 79.0 91.0 84.0 74.0 90.0 82.0 88.0 70.0 50.0 78.0 48.0 72.0 58.0 49.0 83.0 86.0 68.0 85.0 49.0 44.0 35.0 9.0 10.0 14.0 12.0 9.0 114.5 2017.0 2022 5.0 Attacking
233 227055 Gelson Martins 23 Portugal 82 87 Atlético Madrid 29.5 59.0 2023 Right 3.0 3.0 5.0 High/ Medium Lean No RM 2018-07-25 2023-01-01 68 159 77 77 77 84 82 82 82 84 82 82 82 84 76 76 76 84 71 65 65 65 71 68 56 56 56 68 81.0 66.0 51.0 78.0 74.0 85.0 82.0 60.0 55.0 83.0 95.0 94.0 94.0 83.0 92.0 72.0 65.0 87.0 48.0 69.0 60.0 43.0 82.0 79.0 66.0 85.0 54.0 46.0 36.0 12.0 9.0 7.0 6.0 9.0 62.7 2018.0 2023 5.0 Midfield
1809 230767 Renato Sanches 20 Portugal 75 84 FC Bayern München 10 41.0 2102 Right 3.0 4.0 3.0 High/ High Normal Yes CM 2016-07-01 2021-01-01 69 154 75 75 75 75 76 76 76 75 76 76 76 76 76 76 76 76 75 76 76 76 75 74 75 75 75 74 60.0 65.0 64.0 76.0 68.0 77.0 59.0 68.0 70.0 77.0 79.0 77.0 76.0 72.0 90.0 85.0 79.0 86.0 76.0 77.0 90.0 69.0 70.0 67.0 68.0 67.0 73.0 70.0 64.0 5.0 12.0 6.0 13.0 14.0 18.5 2016.0 2021 5.0 Midfield
3451 234574 Diogo Dalot 19 Portugal 72 84 Manchester United 4.7 26.0 1906 Right 1.0 3.0 3.0 High/ Medium Normal No RB 2018-06-09 2023-01-01 72 157 69 69 69 70 70 70 70 70 68 68 68 71 68 68 68 71 74 71 71 71 74 73 72 72 72 73 75.0 52.0 65.0 69.0 44.0 73.0 75.0 44.0 58.0 74.0 73.0 73.0 69.0 76.0 63.0 76.0 78.0 79.0 71.0 59.0 80.0 68.0 68.0 54.0 43.0 73.0 72.0 68.0 67.0 10.0 6.0 10.0 6.0 8.0 9.6 2018.0 2023 5.0 Defending
14772 240175 Bruno Jordão 19 Portugal 60 76 Lazio 450 1.0 1521 Right 1.0 3.0 3.0 Medium/ Medium Normal No CM NaT 2019-06-30 71 157 56 56 56 58 59 59 59 58 61 61 61 59 60 60 60 59 53 56 56 56 53 51 52 52 52 51 44.0 52.0 57.0 65.0 35.0 68.0 42.0 41.0 61.0 67.0 56.0 55.0 66.0 60.0 66.0 62.0 55.0 54.0 62.0 40.0 58.0 48.0 32.0 64.0 54.0 62.0 42.0 42.0 34.0 9.0 11.0 6.0 6.0 7.0 19.8 2017.0 2019 2.0 Midfield
13143 238616 Pedro Neto 18 Portugal 62 79 Lazio 625 1.0 1493 Left 1.0 3.0 3.0 High/ Medium Normal No ST NaT 2019-06-30 68 139 63 63 63 64 65 65 65 64 64 64 64 61 57 57 57 61 44 42 42 42 44 41 35 35 35 41 38.0 64.0 51.0 60.0 51.0 65.0 54.0 40.0 44.0 68.0 63.0 63.0 86.0 65.0 80.0 62.0 53.0 53.0 40.0 63.0 32.0 16.0 64.0 56.0 62.0 58.0 22.0 19.0 15.0 6.0 13.0 7.0 12.0 6.0 19.8 2017.0 2019 2.0 Attacking
14252 243055 Rafael Camacho 18 Portugal 61 81 Liverpool 525 7.0 1561 Right 1.0 3.0 3.0 Medium/ Medium Lean No CAM 2018-07-01 2020-01-01 69 143 59 59 59 62 61 61 61 62 61 61 61 61 57 57 57 61 53 51 51 51 53 51 47 47 47 51 58.0 58.0 48.0 59.0 50.0 63.0 56.0 47.0 55.0 64.0 69.0 68.0 65.0 56.0 75.0 57.0 50.0 41.0 46.0 52.0 43.0 39.0 55.0 58.0 55.0 63.0 42.0 44.0 38.0 9.0 14.0 7.0 6.0 14.0 1.5 2018.0 2020 2.0 Midfield
39 533 165109 S. Radu 31 Romania 80 80 Lazio 10 51.0 1964 Left 2.0 3.0 3.0 Medium/ High Normal No LCB 2008-01-01 2020-01-01 72 174 68 68 68 68 68 68 68 68 68 68 68 68 71 71 71 68 77 78 78 78 77 79 81 81 81 79 67.0 55.0 70.0 71.0 51.0 66.0 45.0 48.0 67.0 69.0 70.0 68.0 70.0 78.0 67.0 79.0 65.0 69.0 74.0 74.0 75.0 85.0 55.0 60.0 57.0 76.0 86.0 86.0 85.0 9.0 12.0 12.0 6.0 13.0 17 2008.0 2020 12.0 Defending
817 205943 V. Chiricheş 28 Romania 78 78 Napoli 8.5 57.0 1866 Right 2.0 3.0 2.0 Medium/ Medium Lean Yes CB 2015-07-30 2022-01-01 72 165 65 65 65 60 62 62 62 60 61 61 61 61 66 66 66 61 71 75 75 75 71 73 78 78 78 73 46.0 56.0 73.0 68.0 70.0 59.0 46.0 25.0 70.0 66.0 66.0 67.0 57.0 74.0 72.0 82.0 73.0 66.0 72.0 72.0 76.0 79.0 36.0 46.0 51.0 69.0 83.0 82.0 78.0 7.0 11.0 10.0 14.0 13.0 14.5 2015.0 2022 7.0 Defending
40 241 216267 A. Robertson 24 Scotland 82 87 Liverpool 24.5 98.0 2023 Left 1.0 2.0 3.0 High/ High Lean Yes LB 2017-07-21 2021-01-01 70 141 70 70 70 76 74 74 74 76 75 75 75 78 76 76 76 78 83 79 79 79 83 82 77 77 77 82 86.0 57.0 63.0 76.0 32.0 76.0 74.0 30.0 68.0 78.0 81.0 86.0 78.0 81.0 74.0 67.0 59.0 89.0 66.0 60.0 78.0 80.0 66.0 74.0 55.0 73.0 80.0 81.0 78.0 11.0 8.0 10.0 7.0 14.0 48.4 2017.0 2021 4.0 Defending
4513 237238 S. McTominay 21 Scotland 71 81 Manchester United 3.8 43.0 1847 Right 1.0 3.0 3.0 Medium/ Medium Lean Yes CM 2013-07-01 2021-01-01 76 194 68 68 68 68 68 68 68 68 69 69 69 69 71 71 71 69 70 73 73 73 70 70 72 72 72 70 66.0 58.0 72.0 75.0 53.0 65.0 50.0 34.0 69.0 73.0 62.0 65.0 61.0 67.0 51.0 71.0 66.0 71.0 78.0 61.0 72.0 73.0 61.0 71.0 59.0 74.0 68.0 69.0 64.0 9.0 6.0 6.0 10.0 11.0 7.8 2013.0 2021 8.0 Midfield
10457 240513 E. Hamilton 19 Scotland 65 78 Manchester United 1 11.0 1734 Left 1.0 3.0 3.0 Medium/ High Normal Yes CM 2015-07-01 2020-01-01 73 165 64 64 64 63 64 64 64 63 65 65 65 63 65 65 65 63 61 64 64 64 61 61 62 62 62 61 57.0 58.0 64.0 69.0 52.0 61.0 54.0 50.0 64.0 65.0 60.0 55.0 62.0 61.0 60.0 70.0 61.0 66.0 68.0 68.0 70.0 59.0 59.0 63.0 51.0 54.0 57.0 54.0 53.0 7.0 11.0 5.0 9.0 11.0 2.5 2015.0 2020 5.0 Midfield
14603 245992 B. Gilmour 17 Scotland 61 84 Chelsea 550 7.0 1613 Right 1.0 3.0 3.0 Medium/ Medium Lean No CM 2018-07-01 2021-01-01 68 150 55 55 55 61 60 60 60 61 63 63 63 62 62 62 62 62 55 55 55 55 55 53 49 49 49 53 56.0 48.0 50.0 69.0 59.0 64.0 58.0 54.0 70.0 62.0 66.0 56.0 75.0 51.0 82.0 48.0 60.0 50.0 32.0 50.0 54.0 46.0 55.0 66.0 49.0 64.0 41.0 45.0 47.0 9.0 7.0 9.0 13.0 12.0 1.6 2018.0 2021 3.0 Midfield
41 44 201024 K. Koulibaly 27 Senegal 87 90 Napoli 51 115.0 1660 Right 3.0 3.0 2.0 High/ High Normal Yes LCB 2014-07-01 2021-01-01 74 196 55 55 55 54 55 55 55 54 55 55 55 58 61 61 61 58 74 78 78 78 74 78 87 87 87 78 30.0 19.0 81.0 66.0 14.0 66.0 28.0 28.0 56.0 60.0 68.0 75.0 50.0 80.0 40.0 55.0 81.0 71.0 94.0 15.0 87.0 88.0 24.0 43.0 33.0 78.0 91.0 88.0 86.0 7.0 11.0 7.0 13.0 5.0 90.5 2014.0 2021 7.0 Defending
58 208722 S. Mané 26 Senegal 86 87 Liverpool 52 195.0 2110 Right 3.0 4.0 4.0 High/ Medium Lean Yes LM 2016-07-01 2023-01-01 69 152 84 84 84 87 87 87 87 87 86 86 86 86 80 80 80 86 69 66 66 66 69 65 58 58 58 65 73.0 84.0 62.0 79.0 71.0 87.0 74.0 64.0 71.0 86.0 95.0 93.0 91.0 86.0 86.0 82.0 75.0 84.0 67.0 74.0 73.0 35.0 87.0 82.0 71.0 80.0 42.0 42.0 38.0 10.0 10.0 15.0 7.0 14.0 102.7 2016.0 2023 7.0 Midfield
437 215785 K. Baldé 23 Senegal 80 85 Inter 20 65.0 1921 Right 2.0 4.0 4.0 High/ Low Normal Yes RM NaT 2019-06-30 71 176 79 79 79 82 81 81 81 82 80 80 80 81 72 72 72 81 61 56 56 56 61 57 48 48 48 57 75.0 78.0 58.0 76.0 68.0 83.0 70.0 52.0 64.0 85.0 92.0 92.0 82.0 76.0 78.0 78.0 67.0 73.0 76.0 74.0 54.0 31.0 77.0 72.0 60.0 79.0 17.0 29.0 28.0 12.0 8.0 13.0 8.0 15.0 19.8 2017.0 2019 2.0 Midfield
6000 237156 M. Wagué 19 Senegal 69 81 FC Barcelona 1.6 20.0 1743 Right 1.0 3.0 3.0 High/ Medium Lean No RB 2018-08-05 2023-01-01 70 154 59 59 59 66 63 63 63 66 63 63 63 67 63 63 63 67 69 65 65 65 69 69 65 65 65 69 69.0 36.0 54.0 62.0 31.0 71.0 32.0 31.0 56.0 68.0 84.0 79.0 79.0 65.0 85.0 56.0 84.0 67.0 50.0 32.0 68.0 67.0 63.0 55.0 39.0 66.0 61.0 68.0 68.0 11.0 10.0 12.0 15.0 15.0 3.6 2018.0 2023 5.0 Defending
42 1005 167514 D. Basta 33 Serbia 77 77 Lazio 3.4 41.0 2055 Right 2.0 3.0 3.0 High/ High Normal No RB 2014-07-01 2023-01-01 72 159 72 72 72 73 72 72 72 73 72 72 72 74 74 74 74 74 78 77 77 77 78 78 77 77 77 78 75.0 58.0 72.0 76.0 64.0 74.0 72.0 66.0 74.0 77.0 74.0 75.0 70.0 75.0 68.0 77.0 70.0 77.0 72.0 75.0 72.0 82.0 66.0 56.0 55.0 75.0 74.0 77.0 75.0 12.0 6.0 11.0 14.0 14.0 5.8 2014.0 2023 9.0 Defending
291 185103 A. Kolarov 32 Serbia 82 82 Roma 12.5 73.0 2230 Left 2.0 3.0 3.0 High/ Medium Normal Yes LB 2017-07-22 2020-01-01 74 183 76 76 76 77 77 77 77 77 77 77 77 79 80 80 80 79 82 81 81 81 82 82 82 82 82 82 91.0 55.0 80.0 77.0 64.0 79.0 85.0 86.0 77.0 76.0 73.0 70.0 63.0 84.0 58.0 91.0 80.0 84.0 77.0 83.0 85.0 81.0 75.0 77.0 74.0 88.0 81.0 82.0 81.0 16.0 15.0 8.0 16.0 6.0 21.3 2017.0 2020 3.0 Defending
132 191202 N. Matić 29 Serbia 84 84 Manchester United 24 165.0 2100 Left 3.0 3.0 3.0 Medium/ High Lean Yes CDM 2017-07-31 2020-01-01 76 187 76 76 76 75 77 77 77 75 77 77 77 77 82 82 82 77 81 85 85 85 81 80 83 83 83 80 71.0 64.0 74.0 84.0 73.0 80.0 72.0 67.0 83.0 79.0 52.0 59.0 44.0 83.0 50.0 83.0 67.0 84.0 85.0 75.0 80.0 86.0 69.0 73.0 64.0 84.0 83.0 84.0 75.0 7.0 15.0 12.0 14.0 9.0 44.4 2017.0 2020 3.0 Midfield
781 215466 N. Maksimović 26 Serbia 78 81 Napoli 11 54.0 1584 Right 2.0 3.0 2.0 Medium/ High Lean No CB 2017-07-09 2021-01-01 76 192 51 51 51 50 49 49 49 50 50 50 50 53 56 56 56 53 69 71 71 71 69 72 79 79 79 72 45.0 22.0 79.0 59.0 28.0 49.0 29.0 23.0 59.0 61.0 62.0 68.0 49.0 71.0 58.0 39.0 67.0 67.0 86.0 29.0 78.0 80.0 29.0 31.0 26.0 70.0 79.0 80.0 79.0 12.0 9.0 5.0 11.0 15.0 19.5 2017.0 2021 4.0 Defending
2405 212125 L. Marković 24 Serbia 74 77 Liverpool 7 62.0 1859 Right 2.0 3.0 4.0 Medium/ Medium Lean Yes RM 2014-07-15 2019-01-01 69 143 71 71 71 76 75 75 75 76 75 75 75 75 69 69 69 75 61 57 57 57 61 58 51 51 51 58 69.0 66.0 58.0 72.0 68.0 80.0 79.0 62.0 64.0 79.0 82.0 85.0 89.0 73.0 75.0 65.0 78.0 49.0 49.0 64.0 41.0 49.0 70.0 70.0 70.0 72.0 32.0 39.0 37.0 8.0 9.0 15.0 6.0 7.0 13.8 2014.0 2019 5.0 Midfield
78 223848 S. Milinković-Savić 23 Serbia 85 90 Lazio 50.5 73.0 2206 Right 2.0 4.0 4.0 High/ Medium Normal Yes CM 2015-08-06 2023-01-01 75 168 83 83 83 81 83 83 83 81 84 84 84 82 85 85 85 82 79 82 82 82 79 78 81 81 81 78 64.0 80.0 86.0 85.0 74.0 86.0 78.0 75.0 85.0 87.0 68.0 70.0 66.0 80.0 59.0 83.0 85.0 85.0 88.0 80.0 73.0 78.0 79.0 85.0 56.0 82.0 75.0 77.0 72.0 7.0 10.0 7.0 16.0 7.0 89.6 2015.0 2023 8.0 Midfield
43 52 171877 M. Hamšík 30 Slovakia 87 87 Napoli 46.5 125.0 2188 Right 3.0 5.0 3.0 High/ Medium Normal Yes LCM 2007-07-01 2020-01-01 72 174 84 84 84 85 86 86 86 85 87 87 87 85 87 87 87 85 80 81 81 81 80 78 75 75 75 78 78.0 79.0 74.0 88.0 79.0 86.0 80.0 72.0 83.0 87.0 69.0 68.0 76.0 88.0 66.0 82.0 71.0 84.0 67.0 83.0 56.0 72.0 88.0 86.0 70.0 84.0 75.0 73.0 62.0 8.0 6.0 4.0 14.0 14.0 79.1 2007.0 2020 13.0 Midfield
77 232363 M. Škriniar 23 Slovakia 85 92 Inter 46.5 82.0 1800 Right 1.0 4.0 2.0 Medium/ High Normal No LCB 2017-07-07 2022-01-01 74 176 59 59 59 58 59 59 59 58 60 60 60 62 67 67 67 62 75 80 80 80 75 78 85 85 85 78 40.0 42.0 80.0 70.0 40.0 59.0 34.0 30.0 68.0 67.0 70.0 73.0 48.0 81.0 48.0 50.0 78.0 77.0 83.0 30.0 86.0 86.0 30.0 57.0 56.0 80.0 92.0 88.0 82.0 10.0 13.0 12.0 8.0 12.0 88.4 2017.0 2022 5.0 Defending
44 40 162835 S. Handanovič 33 Slovenia 88 88 Inter 30 110.0 1262 Right 3.0 2.0 1.0 Medium/ Medium Normal Yes GK 2012-07-01 2021-01-01 76 203 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 10.0 10.0 36.0 12.0 12.0 12.0 14.0 34.0 16.0 51.0 55.0 47.0 83.0 36.0 22.0 78.0 41.0 71.0 19.0 25.0 22.0 12.0 41.0 23.0 69.0 25.0 10.0 13.0 87.0 86.0 69.0 89.0 89.0 51 2012.0 2021 9.0 Goalkeeper
9 200389 J. Oblak 25 Slovenia 90 93 Atlético Madrid 68 94.0 1331 Right 3.0 3.0 1.0 Medium/ Medium Normal Yes GK 2014-07-16 2021-01-01 74 192 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 11.0 15.0 29.0 13.0 12.0 13.0 14.0 26.0 16.0 43.0 60.0 67.0 86.0 49.0 22.0 76.0 41.0 78.0 12.0 34.0 19.0 11.0 70.0 11.0 70.0 27.0 12.0 18.0 86.0 92.0 78.0 88.0 89.0 144.5 2014.0 2021 7.0 Goalkeeper
45 15718 244690 T. Matthews 17 South Africa 59 79 Borussia Dortmund 300 3.0 1458 Left 1.0 4.0 3.0 Medium/ Medium Lean No CAM 2018-09-06 2021-01-01 69 154 52 52 52 62 58 58 58 62 60 60 60 61 53 53 53 61 49 43 43 43 49 45 36 36 36 45 57.0 49.0 33.0 56.0 48.0 70.0 53.0 44.0 47.0 66.0 78.0 77.0 87.0 48.0 87.0 39.0 61.0 53.0 34.0 37.0 32.0 24.0 45.0 54.0 45.0 50.0 35.0 22.0 24.0 10.0 15.0 10.0 10.0 10.0 810 2018.0 2021 3.0 Midfield
46 224 24630 Pepe Reina 35 Spain 83 83 Milan 6 56.0 1299 Right 3.0 3.0 1.0 Medium/ Medium Normal Yes GK 2018-07-02 2021-01-01 74 203 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 14.0 13.0 19.0 11.0 10.0 11.0 11.0 22.0 23.0 50.0 63.0 50.0 82.0 60.0 24.0 73.0 34.0 72.0 15.0 32.0 22.0 13.0 65.0 24.0 64.0 20.0 22.0 24.0 80.0 83.0 82.0 82.0 82.0 10.2 2018.0 2021 3.0 Goalkeeper
402 161956 Borja Valero 33 Spain 81 81 Inter 11 74.0 2039 Right 3.0 4.0 4.0 Medium/ Medium Normal No CAM 2017-07-10 2020-01-01 69 161 74 74 74 79 79 79 79 79 83 83 83 80 84 84 84 80 75 77 77 77 75 72 69 69 69 72 78.0 67.0 60.0 89.0 70.0 85.0 78.0 76.0 85.0 88.0 55.0 52.0 74.0 81.0 80.0 72.0 67.0 69.0 66.0 70.0 52.0 70.0 70.0 86.0 72.0 83.0 65.0 66.0 62.0 5.0 4.0 10.0 8.0 7.0 18.7 2017.0 2020 3.0 Midfield
543 146760 Juanfran 33 Spain 80 80 Atlético Madrid 5.5 53.0 2053 Right 3.0 3.0 3.0 High/ Medium Lean Yes RB 2011-01-01 2019-01-01 71 157 71 71 71 76 74 74 74 76 75 75 75 78 76 76 76 78 81 79 79 79 81 81 78 78 78 81 81.0 54.0 59.0 77.0 49.0 75.0 80.0 59.0 66.0 78.0 74.0 86.0 74.0 82.0 63.0 68.0 68.0 80.0 74.0 53.0 78.0 76.0 68.0 72.0 66.0 74.0 75.0 81.0 80.0 11.0 14.0 10.0 15.0 7.0 11.3 2011.0 2019 8.0 Defending
1333 162131 Llorente 33 Spain 76 76 Tottenham Hotspur 4.8 76.0 1599 Right 3.0 3.0 3.0 Medium/ Medium Normal Yes ST 2017-08-31 2019-01-01 76 203 78 78 78 68 74 74 74 68 72 72 72 66 67 67 67 66 47 54 54 54 47 45 52 52 52 45 44.0 79.0 90.0 73.0 81.0 67.0 57.0 40.0 49.0 80.0 29.0 32.0 33.0 80.0 30.0 79.0 55.0 44.0 86.0 64.0 71.0 25.0 84.0 70.0 70.0 82.0 34.0 25.0 15.0 2.0 2.0 3.0 4.0 2.0 8.9 2017.0 2019 2.0 Attacking
13 168542 David Silva 32 Spain 90 90 Manchester City 60 285.0 2115 Left 4.0 2.0 4.0 High/ Medium Normal Yes LCM 2010-07-14 2020-01-01 68 148 80 80 80 88 87 87 87 88 90 90 90 88 88 88 88 88 72 73 73 73 72 67 60 60 60 67 84.0 76.0 54.0 93.0 82.0 89.0 82.0 77.0 87.0 94.0 70.0 64.0 92.0 90.0 90.0 72.0 64.0 78.0 52.0 75.0 57.0 50.0 89.0 92.0 75.0 93.0 59.0 53.0 29.0 6.0 15.0 7.0 6.0 12.0 111 2010.0 2020 10.0 Midfield
520 177604 Nacho Monreal 32 Spain 80 80 Arsenal 8 99.0 2011 Left 2.0 3.0 3.0 High/ Medium Lean Yes LB 2013-01-31 2019-01-01 70 159 70 70 70 72 72 72 72 72 72 72 72 73 74 74 74 73 79 78 78 78 79 79 79 79 79 79 76.0 55.0 72.0 77.0 58.0 73.0 74.0 52.0 61.0 77.0 72.0 67.0 70.0 82.0 73.0 74.0 74.0 74.0 65.0 61.0 77.0 81.0 66.0 66.0 61.0 76.0 80.0 83.0 81.0 7.0 5.0 9.0 3.0 5.0 15.2 2013.0 2019 6.0 Defending
8 155862 Sergio Ramos 32 Spain 91 91 Real Madrid 51 380.0 2201 Right 4.0 3.0 3.0 High/ Medium Normal Yes RCB 2005-08-01 2020-01-01 72 181 76 76 76 73 74 74 74 73 74 74 74 75 78 78 78 75 84 87 87 87 84 87 90 90 90 87 66.0 60.0 91.0 78.0 66.0 63.0 74.0 72.0 77.0 84.0 76.0 75.0 78.0 85.0 66.0 79.0 93.0 84.0 83.0 59.0 88.0 90.0 60.0 63.0 75.0 82.0 87.0 92.0 91.0 11.0 8.0 9.0 7.0 11.0 104.6 2005.0 2020 15.0 Defending
150 157481 Raúl Albiol 32 Spain 84 84 Napoli 18 88.0 1765 Right 3.0 3.0 2.0 Low/ High Lean Yes RCB 2013-07-21 2021-01-01 75 181 58 58 58 57 59 59 59 57 62 62 62 60 69 69 69 60 73 81 81 81 73 75 85 85 85 75 38.0 27.0 77.0 74.0 31.0 59.0 53.0 45.0 72.0 71.0 54.0 53.0 53.0 82.0 56.0 65.0 77.0 55.0 82.0 53.0 81.0 86.0 30.0 57.0 37.0 75.0 89.0 87.0 85.0 8.0 6.0 5.0 9.0 8.0 30.6 2013.0 2021 8.0 Defending
305 173521 Marcano 31 Spain 82 82 Roma 15 73.0 1827 Left 3.0 3.0 2.0 Medium/ Medium Lean No CB 2018-07-01 2021-01-01 74 170 61 61 61 59 60 60 60 59 61 61 61 62 67 67 67 62 76 79 79 79 76 78 84 84 84 78 49.0 43.0 83.0 76.0 34.0 54.0 39.0 37.0 67.0 67.0 67.0 69.0 58.0 78.0 56.0 65.0 91.0 78.0 77.0 42.0 82.0 82.0 30.0 48.0 45.0 72.0 85.0 84.0 80.0 8.0 16.0 7.0 14.0 16.0 25.5 2018.0 2021 3.0 Defending
137 185020 José Callejón 31 Spain 84 84 Napoli 27.5 105.0 2045 Right 3.0 3.0 3.0 High/ High Lean Yes RM 2013-07-11 2020-01-01 70 161 82 82 82 85 85 85 85 85 84 84 84 84 76 76 76 84 70 63 63 63 70 66 57 57 57 66 82.0 78.0 65.0 80.0 84.0 82.0 73.0 65.0 51.0 85.0 88.0 89.0 85.0 82.0 80.0 78.0 73.0 91.0 55.0 80.0 54.0 40.0 88.0 78.0 62.0 79.0 64.0 32.0 32.0 8.0 5.0 14.0 11.0 11.0 46.8 2013.0 2020 7.0 Midfield
219 162895 Cesc Fàbregas 31 Spain 83 83 Chelsea 22 140.0 2040 Right 4.0 3.0 3.0 High/ Medium Normal Yes CM 2014-07-01 2019-01-01 70 170 77 77 77 79 80 80 80 79 83 83 83 80 82 82 82 80 71 73 73 73 71 69 65 65 65 69 85.0 72.0 74.0 90.0 81.0 79.0 78.0 81.0 89.0 85.0 56.0 54.0 62.0 81.0 75.0 77.0 63.0 56.0 61.0 70.0 45.0 50.0 72.0 91.0 78.0 92.0 64.0 59.0 58.0 6.0 10.0 8.0 15.0 15.0 40.7 2014.0 2019 5.0 Midfield
697 177644 Kiko Casilla 31 Spain 79 79 Real Madrid 7.5 105.0 1279 Right 2.0 2.0 1.0 Medium/ Medium Normal No GK 2015-07-19 2020-01-01 75 190 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 24.0 14.0 13.0 30.0 12.0 12.0 25.0 25.0 24.0 20.0 32.0 49.0 43.0 74.0 58.0 24.0 69.0 43.0 79.0 13.0 45.0 20.0 12.0 52.0 23.0 60.0 26.0 15.0 11.0 74.0 81.0 79.0 81.0 77.0 15.4 2015.0 2020 5.0 Goalkeeper
212 178086 Adán 31 Spain 83 83 Atlético Madrid 15.5 55.0 1299 Left 2.0 2.0 1.0 Medium/ Medium Normal Yes GK 2018-07-10 2020-01-01 75 203 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 11.0 23.0 34.0 15.0 12.0 11.0 12.0 43.0 15.0 56.0 54.0 55.0 77.0 51.0 25.0 71.0 32.0 77.0 12.0 41.0 20.0 11.0 42.0 25.0 63.0 20.0 14.0 18.0 81.0 84.0 78.0 84.0 83.0 31.8 2018.0 2020 2.0 Goalkeeper
54 152729 Piqué 31 Spain 87 87 FC Barcelona 34 240.0 1950 Right 4.0 3.0 2.0 High/ Medium Normal Yes RCB 2008-07-01 2022-01-01 76 187 71 71 71 67 69 69 69 67 70 70 70 69 76 76 76 69 78 84 84 84 78 80 86 86 86 80 57.0 64.0 83.0 81.0 57.0 59.0 58.0 43.0 80.0 78.0 49.0 60.0 58.0 84.0 36.0 62.0 74.0 65.0 83.0 51.0 72.0 88.0 58.0 62.0 69.0 86.0 91.0 86.0 84.0 10.0 11.0 14.0 15.0 8.0 69.7 2008.0 2022 14.0 Defending
283 189505 Pedro 30 Spain 82 82 Chelsea 21 140.0 1968 Right 3.0 5.0 4.0 High/ High Lean Yes RW 2015-08-20 2020-01-01 67 143 78 78 78 83 83 83 83 83 83 83 83 82 77 77 77 82 66 64 64 64 66 62 53 53 53 62 78.0 78.0 55.0 80.0 70.0 84.0 81.0 57.0 71.0 85.0 79.0 74.0 82.0 81.0 80.0 77.0 66.0 70.0 47.0 79.0 56.0 49.0 82.0 77.0 66.0 77.0 49.0 32.0 31.0 5.0 11.0 12.0 15.0 9.0 38.9 2015.0 2020 5.0 Attacking
211 178088 Juan Mata 30 Spain 83 83 Manchester United 24.5 160.0 1984 Left 3.0 3.0 4.0 Medium/ Medium Lean Yes RM 2014-01-25 2019-01-01 67 139 77 77 77 83 83 83 83 83 85 85 85 83 80 80 80 83 64 63 63 63 64 59 49 49 49 59 83.0 78.0 56.0 85.0 71.0 82.0 84.0 86.0 79.0 88.0 69.0 62.0 84.0 85.0 89.0 75.0 70.0 71.0 37.0 72.0 50.0 39.0 83.0 85.0 81.0 87.0 42.0 31.0 21.0 9.0 10.0 14.0 5.0 8.0 45.3 2014.0 2019 5.0 Midfield
100 179844 Diego Costa 29 Spain 85 85 Atlético Madrid 38.5 100.0 2003 Right 4.0 4.0 2.0 High/ Medium Normal Yes LS 2018-01-01 2021-01-01 74 190 85 85 85 79 82 82 82 79 78 78 78 78 72 72 72 78 64 64 64 64 64 62 64 64 64 62 65.0 87.0 82.0 65.0 81.0 77.0 62.0 59.0 52.0 83.0 74.0 76.0 58.0 85.0 53.0 83.0 64.0 76.0 92.0 74.0 93.0 40.0 87.0 74.0 75.0 83.0 58.0 39.0 34.0 11.0 13.0 12.0 8.0 11.0 78.9 2018.0 2021 3.0 Attacking
49 189332 Jordi Alba 29 Spain 87 87 FC Barcelona 38 250.0 2230 Left 3.0 3.0 3.0 High/ Medium Normal Yes LB 2012-07-01 2020-01-01 67 150 79 79 79 84 82 82 82 84 82 82 82 85 82 82 82 85 87 83 83 83 87 87 81 81 81 87 87.0 73.0 70.0 84.0 60.0 80.0 80.0 63.0 74.0 84.0 93.0 93.0 90.0 83.0 85.0 64.0 81.0 91.0 61.0 66.0 75.0 84.0 79.0 70.0 59.0 79.0 72.0 84.0 85.0 13.0 15.0 13.0 6.0 13.0 77.9 2012.0 2020 8.0 Defending
20 189511 Sergio Busquets 29 Spain 89 89 FC Barcelona 51.5 315.0 2065 Right 4.0 3.0 3.0 Medium/ Medium Lean Yes CDM 2008-09-01 2023-01-01 74 168 74 74 74 77 79 79 79 77 82 82 82 79 86 86 86 79 82 89 89 89 82 81 85 85 85 81 62.0 67.0 68.0 89.0 44.0 80.0 66.0 68.0 82.0 88.0 50.0 52.0 66.0 87.0 52.0 61.0 66.0 86.0 77.0 54.0 85.0 87.0 77.0 87.0 60.0 90.0 90.0 86.0 80.0 5.0 8.0 13.0 9.0 13.0 105.6 2008.0 2023 15.0 Midfield
215 177610 Javi Martínez 29 Spain 83 83 FC Bayern München 20 94.0 1948 Right 3.0 3.0 2.0 Medium/ Medium Normal Yes CDM 2012-08-29 2021-01-01 76 190 67 67 67 65 67 67 67 65 69 69 69 67 76 76 76 67 78 84 84 84 78 79 87 87 87 79 60.0 43.0 87.0 77.0 58.0 60.0 46.0 45.0 74.0 74.0 49.0 53.0 53.0 83.0 48.0 76.0 85.0 74.0 84.0 62.0 90.0 87.0 51.0 75.0 52.0 80.0 85.0 86.0 86.0 5.0 12.0 9.0 11.0 8.0 33 2012.0 2021 9.0 Midfield
363 199715 Vitolo 28 Spain 81 81 Atlético Madrid 18 65.0 2007 Right 2.0 4.0 3.0 High/ High Normal Yes LM 2017-07-12 2022-01-01 73 174 79 79 79 81 81 81 81 81 81 81 81 82 76 76 76 82 63 62 62 62 63 59 54 54 54 59 78.0 77.0 65.0 79.0 75.0 84.0 76.0 62.0 80.0 83.0 78.0 77.0 74.0 80.0 63.0 77.0 70.0 80.0 81.0 73.0 61.0 25.0 80.0 78.0 74.0 70.0 68.0 21.0 23.0 11.0 16.0 8.0 14.0 16.0 36.9 2017.0 2022 5.0 Midfield
188 200724 Nacho Fernández 28 Spain 83 85 Real Madrid 24.5 180.0 1855 Right 2.0 4.0 2.0 Medium/ High Normal Yes CB 2010-08-01 2021-01-01 71 168 60 60 60 63 61 61 61 63 62 62 62 66 68 68 68 66 79 79 79 79 79 81 82 82 82 81 70.0 32.0 82.0 80.0 38.0 55.0 55.0 37.0 61.0 78.0 70.0 79.0 60.0 79.0 68.0 54.0 81.0 78.0 79.0 28.0 78.0 81.0 37.0 53.0 45.0 73.0 75.0 86.0 85.0 12.0 7.0 10.0 15.0 7.0 52.1 2010.0 2021 11.0 Defending
374 191740 Ander Herrera 28 Spain 81 81 Manchester United 17.5 140.0 2170 Right 3.0 4.0 3.0 High/ High Lean Yes CM 2014-06-26 2019-01-01 72 154 76 76 76 79 79 79 79 79 81 81 81 81 83 83 83 81 82 84 84 84 82 81 79 79 79 81 74.0 71.0 58.0 83.0 65.0 77.0 80.0 65.0 79.0 82.0 75.0 68.0 79.0 82.0 78.0 75.0 61.0 87.0 67.0 69.0 86.0 86.0 78.0 78.0 79.0 84.0 78.0 80.0 77.0 9.0 12.0 15.0 9.0 8.0 32.4 2014.0 2019 5.0 Midfield
69 184432 Azpilicueta 28 Spain 86 86 Chelsea 35 175.0 2114 Right 3.0 3.0 2.0 Medium/ Medium Normal Yes RB 2012-08-24 2022-01-01 70 168 70 70 70 74 73 73 73 74 75 75 75 77 80 80 80 77 86 86 86 86 86 87 86 86 86 87 81.0 46.0 76.0 81.0 51.0 69.0 68.0 58.0 80.0 77.0 76.0 76.0 72.0 88.0 73.0 68.0 76.0 87.0 71.0 60.0 82.0 89.0 62.0 74.0 66.0 78.0 88.0 90.0 86.0 13.0 9.0 10.0 6.0 5.0 64.8 2012.0 2022 10.0 Defending
200 192638 Marcos Alonso 27 Spain 83 84 Chelsea 24 130.0 2201 Left 2.0 3.0 3.0 High/ Low Lean Yes LB 2016-08-31 2023-01-01 74 192 80 80 80 79 80 80 80 79 79 79 79 81 81 81 81 81 83 82 82 82 83 83 81 81 81 83 85.0 68.0 83.0 84.0 70.0 79.0 85.0 86.0 73.0 83.0 69.0 76.0 64.0 84.0 58.0 84.0 71.0 90.0 76.0 77.0 75.0 79.0 79.0 69.0 64.0 76.0 79.0 82.0 79.0 9.0 7.0 13.0 9.0 12.0 46.2 2016.0 2023 7.0 Defending
172 208618 Lucas Vázquez 27 Spain 83 83 Real Madrid 27 205.0 2048 Right 2.0 4.0 4.0 High/ High Normal Yes RW 2015-07-02 2021-01-01 68 154 77 77 77 83 82 82 82 83 83 83 83 84 80 80 80 84 71 67 67 67 71 67 57 57 57 67 86.0 73.0 52.0 83.0 54.0 82.0 82.0 75.0 75.0 83.0 84.0 79.0 79.0 85.0 84.0 82.0 68.0 90.0 57.0 80.0 65.0 44.0 81.0 83.0 56.0 75.0 42.0 50.0 44.0 9.0 16.0 9.0 9.0 7.0 55.4 2015.0 2021 6.0 Attacking
67 189509 Thiago 27 Spain 86 86 FC Bayern München 45.5 130.0 2190 Right 3.0 3.0 5.0 Medium/ Medium Normal Yes CM 2013-07-14 2021-01-01 69 154 78 78 78 85 84 84 84 85 87 87 87 85 87 87 87 85 79 80 80 80 79 76 70 70 70 76 72.0 69.0 54.0 90.0 90.0 90.0 85.0 77.0 87.0 90.0 78.0 69.0 90.0 84.0 86.0 75.0 75.0 75.0 59.0 79.0 57.0 78.0 79.0 86.0 75.0 85.0 67.0 63.0 65.0 6.0 11.0 7.0 9.0 13.0 75.1 2013.0 2021 8.0 Midfield
3 193080 De Gea 27 Spain 91 93 Manchester United 72 260.0 1471 Right 4.0 3.0 1.0 Medium/ Medium Lean Yes GK 2011-07-01 2020-01-01 76 168 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 13.0 21.0 50.0 13.0 18.0 21.0 19.0 51.0 42.0 57.0 58.0 60.0 90.0 43.0 31.0 67.0 43.0 64.0 12.0 38.0 30.0 12.0 68.0 40.0 68.0 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 138.6 2011.0 2020 9.0 Goalkeeper
192 199564 Sergi Roberto 26 Spain 83 86 FC Barcelona 26.5 170.0 2106 Right 3.0 3.0 4.0 High/ High Normal Yes RB 2013-07-01 2022-01-01 70 150 74 74 74 80 79 79 79 80 81 81 81 82 83 83 83 82 85 83 83 83 85 84 79 79 79 84 85.0 63.0 72.0 86.0 50.0 78.0 74.0 60.0 78.0 83.0 78.0 79.0 69.0 80.0 74.0 65.0 47.0 85.0 69.0 66.0 68.0 81.0 69.0 83.0 57.0 76.0 75.0 83.0 83.0 14.0 16.0 11.0 15.0 10.0 56.3 2013.0 2022 9.0 Defending
123 204963 Carvajal 26 Spain 84 87 Real Madrid 31.5 185.0 2040 Right 3.0 3.0 3.0 High/ High Stocky Yes RB 2013-07-05 2022-01-01 68 161 68 68 68 74 71 71 71 74 73 73 73 77 76 76 76 77 85 83 83 83 85 85 83 83 83 85 83.0 41.0 70.0 81.0 34.0 76.0 72.0 47.0 71.0 83.0 79.0 84.0 81.0 82.0 79.0 64.0 76.0 84.0 74.0 36.0 81.0 83.0 61.0 57.0 45.0 77.0 83.0 83.0 85.0 13.0 13.0 15.0 9.0 15.0 66.9 2013.0 2022 9.0 Defending
86 193747 Koke 26 Spain 85 86 Atlético Madrid 45 88.0 2175 Right 3.0 4.0 3.0 High/ High Normal Yes LM 2011-01-01 2019-01-01 69 163 80 80 80 84 84 84 84 84 86 86 86 86 87 87 87 86 79 81 81 81 79 76 73 73 73 76 86.0 72.0 61.0 90.0 56.0 82.0 85.0 76.0 89.0 86.0 71.0 68.0 74.0 85.0 78.0 84.0 61.0 90.0 79.0 81.0 71.0 66.0 84.0 87.0 59.0 78.0 80.0 69.0 51.0 14.0 12.0 5.0 10.0 13.0 95.6 2011.0 2019 8.0 Midfield
30 197781 Isco 26 Spain 88 91 Real Madrid 73.5 315.0 2137 Right 3.0 3.0 4.0 High/ Medium Normal Yes LW 2013-07-03 2022-01-01 69 174 79 79 79 87 86 86 86 87 89 89 89 86 86 86 86 86 75 76 76 76 75 71 66 66 66 71 75.0 79.0 55.0 89.0 65.0 94.0 88.0 76.0 83.0 95.0 75.0 69.0 87.0 77.0 90.0 69.0 64.0 70.0 59.0 87.0 58.0 64.0 78.0 89.0 76.0 86.0 60.0 64.0 51.0 10.0 8.0 12.0 15.0 6.0 156.2 2013.0 2022 9.0 Attacking
1218 205069 Bernat 25 Spain 76 77 Paris Saint-Germain 7.5 54.0 2033 Left 2.0 3.0 4.0 High/ Medium Normal Yes LB 2018-08-31 2021-01-01 67 148 70 70 70 78 76 76 76 78 77 77 77 78 76 76 76 78 78 75 75 75 78 77 71 71 71 77 79.0 57.0 53.0 79.0 59.0 84.0 76.0 51.0 64.0 83.0 79.0 78.0 86.0 77.0 88.0 62.0 73.0 77.0 55.0 62.0 68.0 73.0 73.0 70.0 53.0 69.0 69.0 75.0 74.0 8.0 9.0 12.0 11.0 16.0 14.4 2018.0 2021 3.0 Defending
1223 202515 Jesé 25 Spain 76 79 Paris Saint-Germain 9.5 59.0 1798 Right 2.0 4.0 4.0 Medium/ Medium Normal Yes LM 2016-08-08 2021-01-01 70 159 72 72 72 78 76 76 76 78 77 77 77 77 70 70 70 77 55 52 52 52 55 50 40 40 40 50 72.0 71.0 42.0 76.0 55.0 81.0 78.0 66.0 69.0 80.0 85.0 79.0 85.0 67.0 74.0 73.0 71.0 61.0 60.0 72.0 29.0 33.0 75.0 70.0 68.0 74.0 17.0 23.0 12.0 13.0 7.0 6.0 13.0 15.0 18.3 2016.0 2021 5.0 Midfield
1194 205566 Alberto Moreno 25 Spain 77 79 Liverpool 9 76.0 2029 Left 2.0 3.0 3.0 High/ Low Normal Yes LB 2014-08-16 2019-01-01 67 143 72 72 72 76 74 74 74 76 73 73 73 76 72 72 72 76 78 74 74 74 78 77 73 73 73 77 78.0 59.0 61.0 74.0 35.0 76.0 59.0 40.0 64.0 79.0 85.0 87.0 84.0 72.0 87.0 80.0 86.0 81.0 61.0 74.0 83.0 72.0 69.0 58.0 54.0 63.0 68.0 73.0 76.0 10.0 14.0 9.0 10.0 11.0 17.8 2014.0 2019 5.0 Defending
265 201153 Morata 25 Spain 82 85 Chelsea 28.5 135.0 1886 Right 3.0 4.0 3.0 High/ High Normal Yes ST 2017-07-21 2022-01-01 74 187 84 84 84 82 83 83 83 82 81 81 81 80 71 71 71 80 59 55 55 55 59 55 51 51 51 55 73.0 80.0 86.0 78.0 80.0 83.0 76.0 44.0 51.0 82.0 76.0 86.0 66.0 79.0 60.0 80.0 84.0 68.0 78.0 72.0 56.0 24.0 85.0 76.0 70.0 76.0 37.0 14.0 20.0 4.0 5.0 4.0 4.0 5.0 54.9 2017.0 2022 5.0 Attacking
271 198706 Luis Alberto 25 Spain 82 85 Lazio 28.5 67.0 1941 Right 2.0 3.0 4.0 High/ Medium Lean Yes CF 2016-08-31 2022-01-01 72 163 79 79 79 84 84 84 84 84 86 86 86 84 81 81 81 84 62 61 61 61 62 56 46 46 46 56 76.0 80.0 49.0 88.0 76.0 86.0 86.0 81.0 87.0 88.0 77.0 72.0 79.0 83.0 74.0 77.0 54.0 73.0 67.0 77.0 29.0 28.0 81.0 87.0 56.0 72.0 44.0 25.0 18.0 6.0 8.0 6.0 12.0 11.0 50.6 2016.0 2022 6.0 Attacking
3273 206098 Patric 25 Spain 72 75 Lazio 3.2 26.0 1785 Right 1.0 3.0 2.0 Medium/ High Lean No RB 2015-07-01 2019-01-01 72 159 62 62 62 64 64 64 64 64 65 65 65 65 67 67 67 65 72 71 71 71 72 72 73 73 73 72 65.0 49.0 69.0 72.0 25.0 60.0 46.0 48.0 55.0 70.0 67.0 64.0 64.0 68.0 57.0 63.0 67.0 69.0 66.0 57.0 62.0 74.0 55.0 62.0 51.0 67.0 73.0 76.0 74.0 8.0 14.0 12.0 9.0 14.0 5.7 2015.0 2019 4.0 Defending
613 205192 Denis Suárez 24 Spain 79 86 FC Barcelona 17.5 120.0 2016 Right 2.0 3.0 3.0 Medium/ Medium Lean No CM 2016-07-04 2020-01-01 69 152 74 74 74 81 80 80 80 81 82 82 82 81 80 80 80 81 72 71 71 71 72 69 62 62 62 69 77.0 72.0 44.0 82.0 68.0 83.0 82.0 70.0 78.0 84.0 77.0 77.0 82.0 82.0 76.0 75.0 58.0 72.0 57.0 73.0 47.0 62.0 76.0 81.0 63.0 70.0 69.0 59.0 42.0 10.0 14.0 10.0 7.0 7.0 39.4 2016.0 2020 4.0 Midfield
183 202651 Suso 24 Spain 83 86 Milan 33 115.0 1959 Left 3.0 3.0 4.0 High/ Medium Lean No RW 2015-01-17 2022-01-01 69 154 77 77 77 85 84 84 84 85 86 86 86 85 79 79 79 85 63 59 59 59 63 58 45 45 45 58 84.0 70.0 50.0 86.0 72.0 88.0 87.0 80.0 75.0 89.0 83.0 77.0 86.0 78.0 84.0 78.0 50.0 77.0 56.0 87.0 23.0 20.0 76.0 84.0 72.0 76.0 50.0 23.0 18.0 15.0 15.0 9.0 8.0 9.0 58.6 2015.0 2022 7.0 Attacking
362 200454 Paco Alcácer 24 Spain 81 85 Borussia Dortmund 23.5 59.0 1948 Right 2.0 4.0 3.0 High/ Medium Normal Yes ST 2018-11-23 2023-01-01 69 159 82 82 82 79 81 81 81 79 78 78 78 76 69 69 69 76 58 55 55 55 58 55 51 51 51 55 53.0 85.0 77.0 76.0 84.0 78.0 78.0 63.0 51.0 81.0 82.0 80.0 83.0 84.0 84.0 80.0 75.0 65.0 64.0 68.0 59.0 26.0 86.0 65.0 71.0 82.0 50.0 21.0 26.0 12.0 14.0 14.0 8.0 5.0 41.7 2018.0 2023 5.0 Attacking
464 203747 Héctor Bellerín 23 Spain 80 85 Arsenal 16.5 85.0 1990 Right 3.0 3.0 3.0 High/ Low Lean Yes RB 2014-07-01 2023-01-01 70 163 68 68 68 76 73 73 73 76 74 74 74 78 74 74 74 78 82 77 77 77 82 82 76 76 76 82 76.0 52.0 60.0 76.0 41.0 75.0 63.0 50.0 59.0 78.0 94.0 91.0 82.0 78.0 77.0 52.0 63.0 84.0 58.0 43.0 72.0 77.0 67.0 66.0 62.0 70.0 75.0 78.0 80.0 8.0 14.0 14.0 13.0 12.0 32.6 2014.0 2023 9.0 Defending
573 226161 Marcos Llorente 23 Spain 79 87 Real Madrid 16 110.0 1869 Right 1.0 3.0 3.0 Medium/ Medium Lean Yes CDM 2014-11-28 2021-01-01 72 161 63 63 63 67 68 68 68 67 72 72 72 70 77 77 77 70 74 79 79 79 74 74 75 75 75 74 56.0 39.0 61.0 84.0 44.0 68.0 45.0 51.0 81.0 78.0 61.0 59.0 58.0 74.0 66.0 58.0 66.0 75.0 72.0 56.0 65.0 80.0 65.0 76.0 53.0 76.0 76.0 79.0 72.0 13.0 6.0 6.0 11.0 15.0 36 2014.0 2021 7.0 Midfield
246 210617 Samu Castillejo 23 Spain 82 86 Milan 29 94.0 1968 Left 2.0 2.0 4.0 Medium/ High Lean Yes RM 2018-08-17 2023-01-01 72 148 76 76 76 83 82 82 82 83 83 83 83 82 77 77 77 82 65 63 63 63 65 61 52 52 52 61 81.0 77.0 43.0 80.0 58.0 85.0 78.0 75.0 77.0 83.0 85.0 86.0 83.0 82.0 78.0 78.0 63.0 55.0 50.0 73.0 48.0 50.0 81.0 81.0 59.0 71.0 45.0 43.0 25.0 13.0 16.0 15.0 8.0 14.0 51.5 2018.0 2023 5.0 Midfield
3118 208088 Sergi Samper 23 Spain 73 80 FC Barcelona 4.8 69.0 1747 Right 1.0 3.0 3.0 Medium/ Medium Lean Yes CDM 2016-07-01 2020-01-01 72 161 57 57 57 62 63 63 63 62 68 68 68 65 73 73 73 65 67 74 74 74 67 66 68 68 68 66 55.0 38.0 48.0 80.0 48.0 63.0 65.0 46.0 76.0 76.0 55.0 33.0 58.0 68.0 70.0 55.0 58.0 65.0 66.0 52.0 55.0 71.0 53.0 81.0 52.0 75.0 75.0 71.0 62.0 12.0 10.0 13.0 11.0 6.0 10.8 2016.0 2020 4.0 Midfield
83 208421 Saúl 23 Spain 85 90 Atlético Madrid 50.5 77.0 2196 Left 3.0 4.0 3.0 High/ High Lean Yes RCM 2013-07-01 2026-01-01 72 170 83 83 83 82 84 84 84 82 84 84 84 83 85 85 85 83 81 83 83 83 81 81 81 81 81 81 69.0 78.0 83.0 85.0 76.0 83.0 72.0 60.0 83.0 85.0 74.0 73.0 76.0 82.0 69.0 78.0 79.0 86.0 77.0 79.0 69.0 78.0 82.0 82.0 55.0 83.0 77.0 79.0 76.0 7.0 13.0 12.0 10.0 9.0 107.3 2013.0 2026 13.0 Midfield
177 206585 Kepa 23 Spain 83 91 Chelsea 28.5 84.0 1223 Right 1.0 4.0 1.0 Medium/ Medium Lean Yes GK 2018-08-08 2025-01-01 73 187 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 25.0 11.0 17.0 32.0 18.0 10.0 25.0 19.0 36.0 16.0 34.0 33.0 41.0 79.0 39.0 25.0 71.0 37.0 51.0 14.0 18.0 21.0 15.0 55.0 24.0 63.0 19.0 18.0 16.0 84.0 80.0 76.0 80.0 84.0 58.4 2018.0 2025 7.0 Goalkeeper
9803 229865 Óscar Pinchi 22 Spain 66 77 Atlético Madrid 1.1 11.0 1667 Right 1.0 3.0 3.0 Medium/ Low Normal No LM 2018-07-02 2020-01-01 68 137 64 64 64 68 67 67 67 68 67 67 67 67 63 63 63 67 57 55 55 55 57 54 49 49 49 54 67.0 66.0 44.0 65.0 55.0 69.0 61.0 44.0 63.0 70.0 69.0 69.0 73.0 62.0 80.0 65.0 55.0 48.0 51.0 70.0 39.0 44.0 61.0 59.0 47.0 63.0 50.0 39.0 34.0 5.0 12.0 6.0 12.0 13.0 2.5 2018.0 2020 2.0 Midfield
79 220834 Marco Asensio 22 Spain 85 92 Real Madrid 54 215.0 2050 Left 3.0 3.0 4.0 High/ Medium Normal Yes RW 2015-07-01 2023-01-01 72 168 82 82 82 86 86 86 86 86 86 86 86 86 82 82 82 86 69 66 66 66 69 65 54 54 54 65 82.0 82.0 50.0 83.0 79.0 86.0 83.0 76.0 82.0 85.0 85.0 82.0 79.0 82.0 76.0 86.0 58.0 76.0 61.0 88.0 45.0 45.0 82.0 84.0 62.0 83.0 40.0 42.0 39.0 13.0 9.0 6.0 12.0 10.0 121.5 2015.0 2023 8.0 Attacking
417 234035 Odriozola 22 Spain 80 88 Real Madrid 18.5 115.0 1991 Right 1.0 3.0 3.0 High/ Medium Lean Yes RB 2018-07-05 2024-01-01 69 146 67 67 67 73 70 70 70 73 72 72 72 74 73 73 73 74 80 77 77 77 80 80 77 77 77 80 81.0 45.0 73.0 77.0 48.0 69.0 69.0 30.0 70.0 77.0 80.0 82.0 78.0 77.0 79.0 58.0 71.0 80.0 63.0 59.0 63.0 75.0 68.0 63.0 62.0 69.0 83.0 79.0 80.0 11.0 12.0 10.0 5.0 14.0 41.6 2018.0 2024 6.0 Defending
1007 220253 Munir 22 Spain 77 83 FC Barcelona 12.5 115.0 1883 Left 2.0 2.0 4.0 High/ Medium Lean Yes ST 2015-07-01 2019-01-01 69 152 78 78 78 78 79 79 79 78 78 78 78 76 70 70 70 76 57 53 53 53 57 53 47 47 47 53 65.0 78.0 75.0 77.0 75.0 81.0 70.0 67.0 58.0 80.0 78.0 80.0 78.0 71.0 78.0 76.0 63.0 69.0 63.0 77.0 48.0 22.0 77.0 71.0 66.0 76.0 38.0 24.0 22.0 9.0 12.0 6.0 13.0 16.0 28.1 2015.0 2019 4.0 Attacking
326 226271 Fabián 22 Spain 81 89 Napoli 26 64.0 2094 Left 1.0 4.0 4.0 Medium/ Medium Lean No LM 2018-07-05 2023-01-01 74 154 78 78 78 80 80 80 80 80 81 81 81 79 82 82 82 79 77 78 78 78 77 76 74 74 74 76 72.0 79.0 67.0 80.0 65.0 81.0 74.0 59.0 80.0 83.0 69.0 67.0 73.0 79.0 66.0 75.0 46.0 73.0 69.0 82.0 66.0 77.0 80.0 82.0 67.0 77.0 70.0 78.0 75.0 16.0 11.0 7.0 13.0 13.0 49.4 2018.0 2023 5.0 Midfield
15219 245986 Cristian Rodríguez 22 Spain 60 70 Atlético Madrid 325 5.0 1579 Right 1.0 3.0 3.0 Medium/ Medium Lean No CAM 2016-08-01 2019-01-01 71 154 55 55 55 59 59 59 59 59 61 61 61 60 62 62 62 60 57 59 59 59 57 56 55 55 55 56 54.0 38.0 51.0 66.0 35.0 59.0 49.0 42.0 62.0 63.0 59.0 58.0 65.0 60.0 67.0 57.0 62.0 57.0 62.0 53.0 58.0 53.0 55.0 63.0 52.0 60.0 43.0 51.0 47.0 10.0 8.0 6.0 7.0 7.0 731 2016.0 2019 3.0 Midfield
227 231866 Rodri 22 Spain 82 87 Atlético Madrid 29 59.0 2055 Right 1.0 3.0 4.0 Medium/ High Lean Yes CM 2018-07-01 2023-01-01 75 181 75 75 75 76 77 77 77 76 79 79 79 77 82 82 82 77 78 80 80 80 78 77 77 77 77 77 63.0 64.0 75.0 83.0 59.0 77.0 65.0 54.0 80.0 82.0 70.0 66.0 69.0 79.0 72.0 70.0 69.0 86.0 75.0 76.0 63.0 80.0 75.0 83.0 46.0 78.0 71.0 80.0 74.0 10.0 10.0 7.0 14.0 8.0 61.6 2018.0 2023 5.0 Midfield
8732 245238 Javi Sánchez 21 Spain 67 79 Real Madrid 1.2 24.0 1444 Right 1.0 3.0 2.0 Medium/ Medium Lean No CB 2016-07-01 2019-01-01 74 170 47 47 47 46 46 46 46 46 47 47 47 48 52 52 52 48 61 63 63 63 61 63 68 68 68 63 32.0 28.0 66.0 63.0 18.0 34.0 27.0 34.0 38.0 61.0 55.0 64.0 41.0 63.0 51.0 38.0 72.0 68.0 68.0 32.0 70.0 67.0 25.0 35.0 38.0 55.0 64.0 67.0 65.0 11.0 15.0 13.0 8.0 13.0 2.7 2016.0 2019 3.0 Defending
14338 236940 Darío Poveda 21 Spain 61 71 Atlético Madrid 425 6.0 1456 Right 1.0 3.0 2.0 Medium/ Medium Lean No ST 2018-07-23 2022-01-01 73 165 61 61 61 60 62 62 62 60 60 60 60 59 54 54 54 59 43 41 41 41 43 41 36 36 36 41 45.0 65.0 62.0 57.0 53.0 61.0 40.0 51.0 45.0 60.0 61.0 57.0 58.0 59.0 60.0 57.0 65.0 55.0 45.0 60.0 35.0 14.0 61.0 57.0 55.0 54.0 19.0 22.0 23.0 12.0 10.0 6.0 15.0 11.0 956 2018.0 2022 4.0 Attacking
12502 225395 Ezkieta 21 Spain 63 75 FC Barcelona 525 10.0 1086 Right 1.0 3.0 1.0 Medium/ Medium Lean No GK 2015-07-01 2019-01-01 76 172 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 16.0 12.0 17.0 28.0 15.0 17.0 16.0 19.0 27.0 19.0 41.0 49.0 36.0 63.0 45.0 26.0 57.0 41.0 64.0 14.0 25.0 20.0 15.0 30.0 24.0 33.0 13.0 17.0 15.0 65.0 58.0 59.0 59.0 64.0 1.2 2015.0 2019 4.0 Goalkeeper
10269 246608 Fidalgo 21 Spain 65 75 Real Madrid 875 20.0 1673 Right 1.0 3.0 3.0 High/ Medium Lean No CM 2016-07-01 2019-01-01 69 150 59 59 59 65 64 64 64 65 66 66 66 66 66 66 66 66 60 61 61 61 60 58 54 54 54 58 61.0 49.0 44.0 69.0 46.0 68.0 62.0 53.0 65.0 70.0 65.0 63.0 68.0 62.0 77.0 54.0 51.0 64.0 49.0 48.0 62.0 52.0 59.0 70.0 49.0 68.0 46.0 51.0 47.0 10.0 9.0 10.0 11.0 9.0 2 2016.0 2019 3.0 Midfield
8853 224019 Pedro Chirivella 21 Spain 66 75 Liverpool 975 17.0 1726 Right 1.0 3.0 3.0 Medium/ Medium Lean No CM 2014-07-07 2020-01-01 70 146 58 58 58 62 62 62 62 62 64 64 64 64 66 66 66 64 65 67 67 67 65 65 63 63 63 65 52.0 40.0 55.0 74.0 40.0 65.0 55.0 48.0 61.0 67.0 63.0 66.0 74.0 64.0 65.0 62.0 52.0 74.0 64.0 40.0 78.0 68.0 53.0 66.0 49.0 72.0 43.0 61.0 66.0 13.0 14.0 12.0 8.0 14.0 2 2014.0 2020 6.0 Midfield
754 225161 Vallejo 21 Spain 78 86 Real Madrid 13.5 81.0 1738 Right 1.0 3.0 2.0 Low/ High Lean Yes CB 2015-07-31 2021-01-01 72 174 58 58 58 57 57 57 57 57 58 58 58 60 64 64 64 60 72 75 75 75 72 74 78 78 78 74 41.0 44.0 74.0 76.0 36.0 56.0 29.0 31.0 75.0 67.0 67.0 74.0 69.0 77.0 69.0 49.0 77.0 66.0 69.0 31.0 74.0 82.0 32.0 33.0 45.0 76.0 79.0 78.0 81.0 10.0 13.0 15.0 13.0 6.0 30.4 2015.0 2021 6.0 Defending
328 222509 Dani Ceballos 21 Spain 81 88 Real Madrid 25 120.0 2059 Right 1.0 3.0 4.0 Medium/ Medium Normal Yes LCM 2017-07-14 2023-01-01 70 154 72 72 72 80 79 79 79 80 82 82 82 80 82 82 82 80 77 78 78 78 77 75 70 70 70 75 74.0 68.0 41.0 83.0 62.0 85.0 73.0 63.0 80.0 85.0 73.0 67.0 82.0 80.0 79.0 64.0 52.0 75.0 62.0 71.0 76.0 76.0 76.0 83.0 55.0 80.0 62.0 75.0 74.0 12.0 15.0 16.0 7.0 13.0 56.3 2017.0 2023 6.0 Midfield
7069 222576 Pleguezuelo 21 Spain 68 77 Arsenal 1.2 21.0 1672 Right 1.0 4.0 3.0 High/ Medium Lean No CB 2014-04-11 2019-01-01 71 139 54 54 54 59 57 57 57 59 59 59 59 61 61 61 61 61 67 67 67 67 67 68 69 69 69 68 53.0 32.0 62.0 71.0 37.0 66.0 40.0 44.0 59.0 70.0 71.0 70.0 73.0 59.0 69.0 38.0 75.0 61.0 65.0 35.0 66.0 72.0 41.0 40.0 43.0 59.0 65.0 68.0 70.0 14.0 15.0 8.0 11.0 9.0 2.5 2014.0 2019 5.0 Defending
6724 245279 Reguilón 21 Spain 68 80 Real Madrid 1.4 28.0 1619 Left 1.0 3.0 3.0 High/ Medium Normal No LB 2017-07-01 2020-01-01 70 150 54 54 54 60 58 58 58 60 59 59 59 63 60 60 60 63 69 64 64 64 69 69 65 65 65 69 66.0 22.0 59.0 62.0 18.0 63.0 50.0 39.0 44.0 67.0 74.0 72.0 52.0 66.0 71.0 54.0 60.0 72.0 45.0 33.0 58.0 67.0 56.0 54.0 42.0 64.0 66.0 68.0 68.0 11.0 14.0 9.0 5.0 12.0 3.2 2017.0 2020 3.0 Defending
12782 241588 Toni Moya 20 Spain 63 79 Atlético Madrid 800 6.0 1620 Right 1.0 3.0 3.0 Medium/ Medium Normal No CM 2017-07-01 2019-01-01 71 165 60 60 60 63 64 64 64 63 65 65 65 63 63 63 63 63 57 59 59 59 57 56 56 56 56 56 44.0 58.0 45.0 66.0 38.0 64.0 44.0 47.0 60.0 67.0 66.0 65.0 64.0 64.0 66.0 52.0 65.0 51.0 53.0 53.0 58.0 52.0 59.0 67.0 51.0 58.0 58.0 48.0 47.0 9.0 13.0 9.0 6.0 11.0 2.1 2017.0 2019 2.0 Midfield
3684 233113 Aleñá 20 Spain 72 85 FC Barcelona 6 58.0 1884 Left 1.0 3.0 3.0 High/ Medium Normal No CM 2018-07-01 2022-01-01 71 161 67 67 67 74 73 73 73 74 74 74 74 73 72 72 72 73 69 69 69 69 69 67 62 62 62 67 66.0 66.0 34.0 72.0 41.0 76.0 68.0 59.0 68.0 75.0 78.0 76.0 75.0 71.0 75.0 66.0 52.0 66.0 63.0 72.0 52.0 68.0 67.0 74.0 73.0 70.0 70.0 62.0 48.0 12.0 9.0 10.0 8.0 12.0 16.1 2018.0 2022 4.0 Midfield
12597 243080 Carlos Isaac 20 Spain 63 76 Atlético Madrid 625 5.0 1433 Right 1.0 3.0 2.0 High/ Medium Lean No RB 2015-07-01 2020-01-01 72 163 49 49 49 53 51 51 51 53 51 51 51 55 52 52 52 55 63 59 59 59 63 64 63 63 63 64 57.0 26.0 60.0 56.0 22.0 55.0 30.0 35.0 31.0 59.0 64.0 69.0 46.0 63.0 64.0 26.0 49.0 69.0 65.0 28.0 49.0 62.0 45.0 37.0 34.0 45.0 67.0 63.0 61.0 6.0 8.0 10.0 12.0 5.0 1.7 2015.0 2020 5.0 Defending
12486 238446 Tachi 20 Spain 63 78 Atlético Madrid 725 5.0 1378 Right 1.0 3.0 2.0 Low/ High Normal No CB 2016-07-01 2019-01-01 72 165 45 45 45 44 44 44 44 44 44 44 44 46 47 47 47 46 57 57 57 57 57 59 63 63 63 59 33.0 26.0 73.0 58.0 32.0 40.0 30.0 28.0 41.0 57.0 60.0 65.0 35.0 43.0 64.0 41.0 67.0 55.0 59.0 25.0 48.0 59.0 23.0 31.0 30.0 52.0 68.0 66.0 62.0 11.0 12.0 13.0 15.0 8.0 1.9 2016.0 2019 3.0 Defending
9141 225105 Cristo González 20 Spain 66 78 Real Madrid 1.2 26.0 1701 Right 1.0 2.0 3.0 Medium/ Medium Lean No ST 2017-07-18 2019-01-01 70 163 67 67 67 68 68 68 68 68 68 68 68 67 63 63 63 67 53 53 53 53 53 51 47 47 47 51 54.0 70.0 58.0 64.0 60.0 69.0 64.0 50.0 60.0 68.0 73.0 70.0 70.0 60.0 71.0 65.0 65.0 63.0 49.0 63.0 52.0 29.0 68.0 67.0 54.0 61.0 45.0 39.0 26.0 11.0 9.0 13.0 9.0 13.0 2.6 2017.0 2019 2.0 Attacking
12504 243315 Dani Gómez 19 Spain 63 77 Real Madrid 800 12.0 1448 Right 1.0 3.0 2.0 Medium/ Medium Normal No ST 2017-07-01 2022-01-01 70 154 63 63 63 59 61 61 61 59 59 59 59 57 50 50 50 57 41 40 40 40 41 40 38 38 38 40 32.0 67.0 58.0 54.0 54.0 60.0 41.0 45.0 35.0 66.0 66.0 65.0 70.0 56.0 65.0 59.0 62.0 51.0 70.0 52.0 28.0 12.0 61.0 42.0 57.0 44.0 41.0 12.0 15.0 7.0 10.0 13.0 8.0 14.0 2.1 2017.0 2022 5.0 Attacking
11163 245287 Sergio López 19 Spain 64 80 Real Madrid 875 9.0 1715 Right 1.0 3.0 3.0 High/ Medium Lean No RB 2018-07-01 2019-01-01 70 146 60 60 60 63 61 61 61 63 61 61 61 63 60 60 60 63 65 61 61 61 65 65 61 61 61 65 63.0 52.0 56.0 61.0 48.0 64.0 57.0 41.0 56.0 63.0 78.0 79.0 69.0 63.0 72.0 63.0 61.0 61.0 51.0 59.0 62.0 60.0 50.0 46.0 43.0 62.0 59.0 61.0 62.0 12.0 12.0 11.0 7.0 13.0 2.3 2018.0 2019 1.0 Defending
11300 246599 Guillem Jaime 19 Spain 64 80 FC Barcelona 975 13.0 1694 Right 1.0 3.0 3.0 High/ Medium Normal No RW 2018-07-01 2020-01-01 70 154 61 61 61 65 64 64 64 65 64 64 64 65 63 63 63 65 63 60 60 60 63 61 57 57 57 61 63.0 54.0 49.0 62.0 57.0 71.0 59.0 46.0 57.0 68.0 69.0 68.0 68.0 64.0 75.0 64.0 52.0 62.0 51.0 53.0 49.0 57.0 57.0 59.0 49.0 66.0 52.0 55.0 56.0 9.0 11.0 12.0 10.0 6.0 2.6 2018.0 2020 2.0 Attacking
14286 246139 Iñaki Peña 19 Spain 61 78 FC Barcelona 450 4.0 943 Right 1.0 3.0 1.0 Medium/ Medium Lean No GK 2018-07-01 2021-01-01 72 172 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 10.0 6.0 11.0 26.0 5.0 12.0 12.0 12.0 24.0 18.0 33.0 28.0 42.0 60.0 51.0 24.0 63.0 27.0 54.0 8.0 17.0 6.0 5.0 39.0 17.0 38.0 9.0 10.0 11.0 63.0 57.0 64.0 57.0 62.0 1.2 2018.0 2021 3.0 Goalkeeper
8284 239249 Oriol Busquets 19 Spain 67 82 FC Barcelona 1.5 14.0 1650 Right 1.0 3.0 3.0 Medium/ Medium Lean No CDM 2017-07-01 2021-01-01 73 170 56 56 56 59 59 59 59 59 62 62 62 62 65 65 65 62 65 67 67 67 65 65 65 65 65 65 56.0 36.0 64.0 70.0 37.0 63.0 46.0 42.0 66.0 67.0 58.0 57.0 56.0 64.0 63.0 56.0 54.0 74.0 69.0 47.0 61.0 65.0 41.0 66.0 42.0 70.0 64.0 63.0 61.0 9.0 6.0 5.0 10.0 12.0 4 2017.0 2021 4.0 Midfield
11836 244938 Montero 19 Spain 64 83 Atlético Madrid 875 4.0 1444 Left 1.0 3.0 2.0 Medium/ Medium Lean No CB 2018-07-01 2019-01-01 71 165 46 46 46 48 46 46 46 48 47 47 47 50 51 51 51 50 61 60 60 60 61 62 64 64 64 62 42.0 27.0 61.0 60.0 29.0 44.0 33.0 25.0 42.0 60.0 58.0 63.0 52.0 62.0 66.0 37.0 69.0 63.0 57.0 29.0 66.0 64.0 23.0 31.0 40.0 40.0 61.0 65.0 64.0 7.0 14.0 13.0 11.0 6.0 2.3 2018.0 2019 1.0 Defending
11877 243155 Manu Hernando 19 Spain 64 76 Real Madrid 700 9.0 1568 Right 1.0 3.0 2.0 Medium/ Medium Normal No CB 2017-07-01 2021-01-01 71 170 53 53 53 54 54 54 54 54 54 54 54 56 56 56 56 56 62 62 62 62 62 63 65 65 65 63 44.0 32.0 68.0 62.0 29.0 56.0 44.0 39.0 53.0 64.0 61.0 63.0 61.0 59.0 64.0 47.0 59.0 66.0 62.0 45.0 58.0 55.0 43.0 37.0 42.0 47.0 70.0 65.0 67.0 11.0 12.0 13.0 12.0 5.0 1.6 2017.0 2021 4.0 Defending
12087 246276 Joaquín 19 Spain 63 76 Atlético Madrid 700 4.0 1461 Left 1.0 5.0 4.0 Medium/ Medium Normal No LM 2018-07-03 2021-01-01 68 150 59 59 59 63 61 61 61 63 61 61 61 63 56 56 56 63 48 43 43 43 48 45 36 36 36 45 61.0 58.0 44.0 56.0 42.0 64.0 44.0 37.0 52.0 62.0 72.0 75.0 53.0 56.0 78.0 55.0 51.0 63.0 49.0 45.0 32.0 23.0 59.0 60.0 48.0 55.0 21.0 21.0 20.0 10.0 12.0 12.0 12.0 14.0 1.9 2018.0 2021 3.0 Midfield
10526 241810 Chumi 19 Spain 65 82 FC Barcelona 1 11.0 1523 Right 1.0 3.0 2.0 Medium/ Medium Lean No CB 2014-06-30 2020-01-01 73 172 50 50 50 50 50 50 50 50 51 51 51 52 55 55 55 52 60 62 62 62 60 62 65 65 65 62 38.0 30.0 60.0 62.0 33.0 50.0 34.0 36.0 51.0 60.0 57.0 61.0 49.0 60.0 61.0 47.0 74.0 62.0 67.0 36.0 55.0 62.0 34.0 41.0 50.0 62.0 70.0 65.0 63.0 7.0 14.0 9.0 11.0 14.0 2.8 2014.0 2020 6.0 Defending
15645 240559 Obama 18 Spain 59 79 Atlético Madrid 325 4.0 1452 Right 1.0 3.0 2.0 Medium/ Medium Normal No ST 2017-07-01 2019-01-01 67 154 60 60 60 60 60 60 60 60 58 58 58 58 50 50 50 58 44 39 39 39 44 41 36 36 36 41 52.0 64.0 51.0 55.0 53.0 62.0 43.0 42.0 38.0 58.0 66.0 59.0 62.0 59.0 79.0 60.0 56.0 51.0 51.0 58.0 34.0 15.0 56.0 46.0 65.0 49.0 41.0 11.0 16.0 10.0 13.0 7.0 11.0 8.0 991 2017.0 2019 2.0 Attacking
11805 243652 Borja Garcés 18 Spain 64 83 Atlético Madrid 950 5.0 1545 Right 1.0 3.0 2.0 Medium/ Medium Normal No ST 2018-07-01 2021-01-01 70 157 65 65 65 61 63 63 63 61 60 60 60 59 54 54 54 59 46 44 44 44 46 45 42 42 42 45 37.0 65.0 64.0 55.0 59.0 60.0 46.0 38.0 38.0 61.0 68.0 67.0 66.0 64.0 70.0 72.0 61.0 55.0 51.0 62.0 52.0 26.0 64.0 49.0 63.0 58.0 28.0 27.0 24.0 14.0 10.0 5.0 10.0 14.0 2.5 2018.0 2021 3.0 Attacking
10777 237522 Jorge Cuenca 18 Spain 65 78 FC Barcelona 850 11.0 1506 Left 1.0 3.0 2.0 Medium/ Medium Normal No CB 2017-07-01 2019-01-01 74 168 47 47 47 46 46 46 46 46 49 49 49 49 55 55 55 49 61 64 64 64 61 63 66 66 66 63 40.0 27.0 67.0 65.0 31.0 29.0 29.0 26.0 58.0 55.0 57.0 61.0 59.0 65.0 64.0 55.0 69.0 66.0 60.0 36.0 67.0 66.0 21.0 45.0 44.0 57.0 62.0 66.0 63.0 10.0 12.0 5.0 14.0 12.0 2.3 2017.0 2019 2.0 Defending
6102 242816 Riqui Puig 18 Spain 69 89 FC Barcelona 2.1 24.0 1746 Right 1.0 3.0 3.0 Medium/ Low Lean No CM 2018-07-01 2021-01-01 67 123 62 62 62 68 67 67 67 68 71 71 71 69 70 70 70 69 62 63 63 63 62 60 55 55 55 60 60.0 58.0 49.0 78.0 56.0 70.0 57.0 51.0 76.0 73.0 63.0 66.0 77.0 66.0 84.0 60.0 56.0 53.0 43.0 49.0 44.0 45.0 55.0 77.0 55.0 70.0 53.0 57.0 53.0 12.0 15.0 14.0 12.0 9.0 6.5 2018.0 2021 3.0 Midfield
6559 231410 Brahim Díaz 18 Spain 69 86 Manchester City 2.2 24.0 1628 Right 1.0 5.0 4.0 Medium/ Medium Normal Yes LW 2016-08-31 2019-01-01 67 150 64 64 64 70 70 70 70 70 70 70 70 69 62 62 62 69 52 48 48 48 52 47 39 39 39 47 53.0 66.0 30.0 71.0 44.0 76.0 62.0 47.0 50.0 74.0 78.0 71.0 81.0 61.0 84.0 70.0 65.0 58.0 38.0 63.0 41.0 20.0 65.0 64.0 58.0 62.0 43.0 23.0 21.0 13.0 9.0 13.0 10.0 6.0 5.4 2016.0 2019 3.0 Attacking
8857 240915 Miranda 18 Spain 66 81 FC Barcelona 1.2 12.0 1626 Left 1.0 3.0 2.0 Medium/ Medium Lean No LB 2018-07-01 2021-01-01 73 168 55 55 55 60 59 59 59 60 59 59 59 62 61 61 61 62 66 64 64 64 66 66 64 64 64 66 59.0 33.0 56.0 63.0 29.0 62.0 56.0 37.0 56.0 65.0 65.0 69.0 59.0 63.0 60.0 49.0 65.0 69.0 53.0 37.0 57.0 64.0 62.0 48.0 44.0 59.0 64.0 69.0 67.0 11.0 8.0 12.0 9.0 6.0 3.2 2018.0 2021 3.0 Defending
8289 239250 Abel Ruiz 18 Spain 67 83 FC Barcelona 1.6 21.0 1561 Right 1.0 3.0 3.0 Medium/ Medium Normal No ST 2017-07-01 2021-01-01 72 161 67 67 67 64 66 66 66 64 64 64 64 62 57 57 57 62 46 45 45 45 46 43 41 41 41 43 36.0 69.0 62.0 65.0 63.0 65.0 41.0 48.0 42.0 63.0 69.0 70.0 67.0 58.0 61.0 64.0 60.0 68.0 74.0 67.0 32.0 19.0 66.0 55.0 64.0 57.0 45.0 12.0 12.0 6.0 10.0 10.0 10.0 8.0 4.2 2017.0 2021 4.0 Attacking
11327 246606 Fran García 18 Spain 64 79 Real Madrid 825 9.0 1644 Left 1.0 3.0 2.0 High/ Medium Normal No LB 2018-07-01 2019-01-01 67 139 55 55 55 62 59 59 59 62 59 59 59 63 59 59 59 63 65 60 60 60 65 64 59 59 59 64 65.0 42.0 44.0 57.0 39.0 62.0 55.0 36.0 49.0 65.0 79.0 79.0 68.0 62.0 89.0 47.0 60.0 66.0 44.0 45.0 63.0 62.0 49.0 54.0 39.0 60.0 60.0 58.0 59.0 9.0 6.0 12.0 9.0 11.0 2.2 2018.0 2019 1.0 Defending
7217 241811 Sergio Gómez 17 Spain 68 87 Borussia Dortmund 1.8 8.0 1706 Left 1.0 3.0 3.0 Medium/ Medium Lean No CAM 2018-01-31 2021-01-01 67 150 62 62 62 69 67 67 67 69 68 68 68 68 63 63 63 68 56 54 54 54 56 53 46 46 46 53 65.0 64.0 43.0 75.0 64.0 74.0 74.0 60.0 67.0 71.0 74.0 68.0 82.0 52.0 84.0 66.0 52.0 51.0 36.0 62.0 39.0 28.0 54.0 60.0 60.0 58.0 58.0 37.0 38.0 11.0 7.0 9.0 11.0 10.0 4.1 2018.0 2021 3.0 Midfield
13211 245037 Eric García 17 Spain 62 82 Manchester City 550 6.0 1474 Right 1.0 3.0 2.0 Medium/ High Lean No CB 2017-07-01 2022-01-01 72 174 49 49 49 49 49 49 49 49 50 50 50 51 53 53 53 51 57 60 60 60 57 58 63 63 63 58 35.0 30.0 60.0 58.0 31.0 51.0 51.0 31.0 54.0 59.0 56.0 56.0 56.0 62.0 57.0 51.0 66.0 49.0 62.0 25.0 62.0 60.0 31.0 41.0 44.0 57.0 62.0 63.0 61.0 11.0 9.0 12.0 11.0 7.0 1.6 2017.0 2022 5.0 Defending
15786 245999 Mollejo 17 Spain 59 79 Atlético Madrid 300 4.0 1480 Left 1.0 3.0 3.0 Medium/ Medium Lean No RW 2018-07-01 2020-01-01 69 141 57 57 57 61 60 60 60 61 59 59 59 60 53 53 53 60 46 42 42 42 46 44 37 37 37 44 52.0 54.0 42.0 55.0 47.0 62.0 57.0 46.0 49.0 58.0 74.0 72.0 72.0 57.0 80.0 58.0 49.0 48.0 43.0 50.0 43.0 19.0 58.0 54.0 53.0 60.0 24.0 25.0 28.0 14.0 12.0 10.0 6.0 9.0 915 2018.0 2020 2.0 Attacking
47 1493 207557 R. Olsen 28 Sweden 76 76 Roma 5.5 41.0 1158 Right 1.0 2.0 1.0 Medium/ Medium Normal No GK 2018-07-24 2022-01-01 77 190 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 20.0 11.0 16.0 32.0 16.0 11.0 18.0 16.0 37.0 18.0 31.0 40.0 32.0 73.0 33.0 20.0 40.0 37.0 75.0 14.0 27.0 20.0 13.0 55.0 26.0 45.0 22.0 12.0 16.0 76.0 74.0 74.0 76.0 77.0 9.4 2018.0 2022 4.0 Goalkeeper
584 221660 V. Lindelöf 23 Sweden 79 85 Manchester United 14.5 91.0 1943 Right 2.0 3.0 3.0 Medium/ Medium Lean Yes CB 2017-07-01 2021-01-01 74 176 63 63 63 66 65 65 65 66 68 68 68 69 72 72 72 69 76 78 78 78 76 77 79 79 79 77 64.0 36.0 76.0 79.0 34.0 66.0 64.0 66.0 73.0 75.0 68.0 77.0 66.0 75.0 63.0 68.0 75.0 75.0 77.0 57.0 78.0 79.0 44.0 67.0 55.0 76.0 77.0 80.0 77.0 12.0 16.0 8.0 7.0 9.0 29.7 2017.0 2021 4.0 Defending
5652 233731 A. Isak 18 Sweden 69 83 Borussia Dortmund 2.2 11.0 1593 Right 1.0 3.0 3.0 Medium/ Medium Lean No ST 2017-01-23 2022-01-01 75 163 69 69 69 68 69 69 69 68 67 67 67 67 59 59 59 67 50 45 45 45 50 47 41 41 41 47 51.0 69.0 65.0 59.0 74.0 69.0 40.0 35.0 40.0 71.0 78.0 76.0 77.0 66.0 60.0 63.0 67.0 66.0 59.0 57.0 41.0 24.0 71.0 59.0 53.0 61.0 27.0 20.0 16.0 7.0 6.0 9.0 7.0 11.0 5.1 2017.0 2022 5.0 Attacking
48 723 108080 S. Lichtsteiner 34 Switzerland 79 79 Arsenal 3.6 94.0 2020 Right 3.0 3.0 3.0 High/ High Lean Yes RB 2018-07-01 2019-01-01 72 168 70 70 70 73 72 72 72 73 72 72 72 74 75 75 75 74 80 79 79 79 80 80 80 80 80 80 78.0 45.0 70.0 77.0 62.0 76.0 68.0 66.0 70.0 76.0 65.0 69.0 73.0 79.0 77.0 74.0 73.0 76.0 70.0 68.0 82.0 82.0 66.0 62.0 64.0 80.0 78.0 80.0 80.0 4.0 3.0 2.0 3.0 2.0 6.8 2018.0 2019 1.0 Defending
666 190243 M. Hitz 30 Switzerland 79 79 Borussia Dortmund 8 41.0 1183 Right 2.0 3.0 1.0 Medium/ Medium Normal No GK 2018-07-01 2021-01-01 76 196 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 12.0 27.0 18.0 29.0 26.0 13.0 15.0 17.0 25.0 17.0 41.0 46.0 41.0 72.0 31.0 38.0 67.0 39.0 78.0 12.0 25.0 23.0 8.0 15.0 22.0 42.0 13.0 15.0 14.0 81.0 80.0 63.0 79.0 81.0 13.6 2018.0 2021 3.0 Goalkeeper
285 189117 R. Bürki 27 Switzerland 82 85 Borussia Dortmund 18.5 50.0 1245 Right 3.0 2.0 1.0 Medium/ Medium Normal No GK 2015-07-01 2021-01-01 74 187 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 15.0 8.0 17.0 37.0 13.0 12.0 13.0 12.0 24.0 23.0 44.0 54.0 49.0 79.0 52.0 22.0 74.0 36.0 74.0 14.0 35.0 18.0 10.0 50.0 20.0 58.0 11.0 13.0 16.0 86.0 78.0 73.0 77.0 86.0 32.8 2015.0 2021 6.0 Goalkeeper
370 193348 X. Shaqiri 26 Switzerland 81 81 Liverpool 19 130.0 2087 Left 3.0 4.0 5.0 Medium/ Medium Shaqiri Yes CAM 2018-07-13 2023-01-01 67 159 78 78 78 83 82 82 82 83 83 83 83 83 80 80 80 83 70 69 69 69 70 66 58 58 58 66 78.0 71.0 45.0 81.0 76.0 86.0 88.0 84.0 80.0 84.0 84.0 77.0 84.0 80.0 91.0 87.0 52.0 75.0 73.0 84.0 61.0 55.0 74.0 81.0 65.0 82.0 35.0 49.0 48.0 13.0 12.0 12.0 11.0 11.0 36.1 2018.0 2023 5.0 Midfield
364 199503 G. Xhaka 25 Switzerland 81 84 Arsenal 22 115.0 1978 Left 3.0 2.0 3.0 Medium/ Medium Normal Yes LDM 2016-07-01 2021-01-01 73 181 71 71 71 72 74 74 74 72 77 77 77 74 82 82 82 74 74 80 80 80 74 73 74 74 74 73 71.0 49.0 62.0 85.0 50.0 70.0 73.0 77.0 85.0 80.0 47.0 49.0 49.0 77.0 61.0 88.0 32.0 80.0 75.0 80.0 92.0 71.0 77.0 81.0 63.0 74.0 68.0 72.0 68.0 7.0 8.0 11.0 7.0 13.0 43.5 2016.0 2021 5.0 Midfield
490 193352 R. Rodríguez 25 Switzerland 80 83 Milan 15.5 81.0 2178 Left 3.0 3.0 4.0 Medium/ Medium Normal Yes LB 2017-07-01 2021-01-01 71 170 73 73 73 77 76 76 76 77 77 77 77 78 79 79 79 78 81 81 81 81 81 81 79 79 79 81 86.0 59.0 64.0 78.0 67.0 76.0 82.0 84.0 78.0 78.0 73.0 73.0 73.0 80.0 70.0 78.0 73.0 77.0 75.0 72.0 75.0 80.0 68.0 74.0 83.0 80.0 80.0 78.0 78.0 14.0 13.0 14.0 14.0 11.0 27.5 2017.0 2021 4.0 Defending
322 229237 M. Akanji 22 Switzerland 81 87 Borussia Dortmund 21 49.0 1868 Right 2.0 3.0 2.0 Medium/ High Normal No LCB 2018-01-15 2022-01-01 74 187 62 62 62 65 64 64 64 65 67 67 67 68 72 72 72 68 77 80 80 80 77 78 82 82 82 78 51.0 36.0 75.0 78.0 40.0 67.0 42.0 27.0 76.0 75.0 72.0 86.0 69.0 81.0 66.0 58.0 78.0 76.0 84.0 45.0 75.0 79.0 33.0 66.0 40.0 76.0 82.0 84.0 80.0 10.0 9.0 13.0 6.0 9.0 39.9 2018.0 2022 4.0 Defending
49 383 185239 O. Toprak 28 Turkey 81 82 Borussia Dortmund 16 59.0 1826 Right 3.0 4.0 2.0 Medium/ Medium Normal No CB 2017-07-01 2021-01-01 73 183 61 61 61 62 62 62 62 62 64 64 64 65 69 69 69 65 76 78 78 78 76 78 82 82 82 78 49.0 28.0 80.0 75.0 47.0 63.0 44.0 33.0 70.0 71.0 71.0 83.0 64.0 81.0 61.0 62.0 80.0 67.0 78.0 29.0 70.0 78.0 35.0 59.0 43.0 78.0 82.0 83.0 83.0 11.0 8.0 11.0 12.0 15.0 28.4 2017.0 2021 4.0 Defending
449 208128 H. Çalhanoğlu 24 Turkey 80 84 Milan 19.5 89.0 2085 Right 3.0 4.0 4.0 Medium/ Medium Normal Yes CAM 2017-07-03 2021-01-01 70 168 76 76 76 82 81 81 81 82 83 83 83 82 81 81 81 82 74 73 73 73 74 71 63 63 63 71 81.0 65.0 53.0 83.0 77.0 85.0 92.0 90.0 80.0 86.0 73.0 69.0 78.0 78.0 77.0 86.0 46.0 76.0 54.0 88.0 57.0 61.0 75.0 80.0 71.0 78.0 62.0 56.0 56.0 9.0 14.0 11.0 6.0 10.0 34.6 2017.0 2021 4.0 Midfield
1029 235889 C. Ünder 20 Turkey 77 87 Roma 14.5 46.0 1864 Left 1.0 4.0 3.0 Medium/ Medium Normal No LM 2017-07-17 2022-01-01 68 146 74 74 74 79 77 77 77 79 77 77 77 77 70 70 70 77 60 55 55 55 60 57 46 46 46 57 80.0 71.0 58.0 72.0 69.0 82.0 80.0 68.0 65.0 81.0 83.0 80.0 84.0 71.0 82.0 80.0 48.0 61.0 54.0 80.0 27.0 29.0 70.0 73.0 64.0 68.0 43.0 33.0 30.0 9.0 13.0 7.0 9.0 8.0 27.6 2017.0 2022 5.0 Midfield
50 4652 227813 O. Zinchenko 21 Ukraine 71 81 Manchester City 3.3 38.0 2021 Left 1.0 3.0 3.0 High/ Medium Lean Yes LB 2016-07-04 2021-01-01 69 141 69 69 69 74 73 73 73 74 75 75 75 75 76 76 76 75 73 73 73 73 73 72 68 68 68 72 79.0 59.0 59.0 77.0 60.0 76.0 78.0 74.0 76.0 76.0 73.0 64.0 77.0 73.0 79.0 76.0 66.0 69.0 52.0 70.0 67.0 70.0 69.0 78.0 59.0 67.0 68.0 70.0 66.0 15.0 11.0 13.0 11.0 11.0 6.8 2016.0 2021 5.0 Defending
51 10424 216699 G. Zelalem 21 United States 65 75 Arsenal 875 15.0 1642 Right 1.0 3.0 3.0 Medium/ Medium Lean Yes CM 2014-03-18 2018-01-01 71 154 58 58 58 63 62 62 62 63 66 66 66 64 65 65 65 64 56 58 58 58 56 55 51 51 51 55 51.0 49.0 49.0 73.0 55.0 64.0 65.0 54.0 71.0 70.0 65.0 56.0 65.0 59.0 73.0 51.0 53.0 60.0 58.0 45.0 40.0 38.0 55.0 70.0 56.0 65.0 41.0 48.0 49.0 10.0 14.0 12.0 13.0 10.0 1.8 2014.0 2018 4.0 Midfield
570 227796 C. Pulisic 19 United States 79 87 Borussia Dortmund 18 26.0 1925 Right 3.0 4.0 4.0 Medium/ Medium Lean Yes RM 2016-01-05 2020-01-01 70 152 75 75 75 81 80 80 80 81 80 80 80 81 72 72 72 81 65 58 58 58 65 61 49 49 49 61 69.0 67.0 46.0 77.0 70.0 87.0 69.0 58.0 56.0 82.0 93.0 88.0 87.0 79.0 89.0 79.0 84.0 74.0 52.0 58.0 45.0 32.0 73.0 78.0 61.0 67.0 38.0 30.0 41.0 8.0 12.0 13.0 16.0 14.0 34.2 2016.0 2020 4.0 Midfield
5953 241496 T. Weah 18 United States 69 85 Paris Saint-Germain 2.2 16.0 1691 Right 1.0 3.0 3.0 High/ Medium Lean Yes LM 2018-07-01 2020-01-01 73 146 69 69 69 68 69 69 69 68 67 67 67 67 59 59 59 67 51 47 47 47 51 49 44 44 44 49 55.0 70.0 67.0 61.0 62.0 69.0 63.0 41.0 55.0 66.0 83.0 83.0 75.0 59.0 69.0 70.0 67.0 59.0 59.0 66.0 48.0 22.0 65.0 60.0 60.0 66.0 30.0 26.0 24.0 7.0 9.0 12.0 15.0 14.0 5.4 2018.0 2020 2.0 Midfield
52 12 182493 D. Godín 32 Uruguay 90 90 Atlético Madrid 44 125.0 1946 Right 3.0 3.0 2.0 Medium/ High Lean Yes CB 2010-08-04 2019-01-01 74 172 67 67 67 64 65 65 65 64 65 65 65 66 71 71 71 66 79 84 84 84 79 82 90 90 90 82 55.0 42.0 92.0 79.0 47.0 53.0 49.0 51.0 70.0 76.0 68.0 68.0 58.0 85.0 54.0 67.0 91.0 66.0 88.0 43.0 89.0 88.0 48.0 52.0 50.0 82.0 90.0 89.0 89.0 6.0 8.0 15.0 5.0 15.0 90.2 2010.0 2019 9.0 Defending
7 176580 L. Suárez 31 Uruguay 91 91 FC Barcelona 80 455.0 2346 Right 5.0 4.0 3.0 High/ Medium Normal Yes RS 2014-07-11 2021-01-01 72 190 92 92 92 91 92 92 92 91 90 90 90 89 84 84 84 89 74 73 73 73 74 71 68 68 68 71 77.0 93.0 77.0 82.0 88.0 87.0 86.0 84.0 64.0 90.0 86.0 75.0 82.0 92.0 83.0 86.0 69.0 90.0 83.0 85.0 87.0 41.0 92.0 84.0 85.0 85.0 62.0 45.0 38.0 27.0 25.0 31.0 33.0 37.0 164 2014.0 2021 7.0 Attacking
21 179813 E. Cavani 31 Uruguay 89 89 Paris Saint-Germain 60 200.0 2161 Right 4.0 4.0 3.0 High/ High Lean Yes LS 2013-07-16 2020-01-01 73 170 88 88 88 84 86 86 86 84 83 83 83 82 78 78 78 82 70 68 68 68 70 68 66 66 66 68 70.0 89.0 89.0 78.0 90.0 80.0 77.0 76.0 52.0 82.0 75.0 76.0 77.0 91.0 59.0 87.0 88.0 92.0 78.0 79.0 84.0 48.0 93.0 77.0 85.0 82.0 52.0 45.0 39.0 12.0 5.0 13.0 13.0 10.0 111 2013.0 2020 7.0 Attacking
878 182495 M. Cáceres 31 Uruguay 78 78 Lazio 7 44.0 1921 Right 2.0 3.0 2.0 Medium/ High Lean No LCB 2018-01-08 2019-01-01 71 172 63 63 63 64 63 63 63 64 64 64 64 65 66 66 66 65 75 74 74 74 75 76 78 78 78 76 69.0 37.0 76.0 67.0 65.0 60.0 68.0 41.0 65.0 66.0 76.0 78.0 79.0 73.0 74.0 70.0 91.0 69.0 72.0 59.0 78.0 80.0 50.0 58.0 50.0 76.0 80.0 78.0 77.0 2.0 3.0 4.0 2.0 4.0 11.9 2018.0 2019 1.0 Defending
433 219985 M. Vecino 26 Uruguay 80 81 Inter 14.5 63.0 2052 Right 2.0 3.0 4.0 High/ High Lean No LM 2017-08-02 2022-01-01 74 179 76 76 76 78 79 79 79 78 80 80 80 80 82 82 82 80 79 80 80 80 79 78 78 78 78 78 71.0 61.0 75.0 83.0 62.0 84.0 64.0 58.0 79.0 84.0 74.0 69.0 66.0 83.0 56.0 78.0 67.0 81.0 75.0 77.0 72.0 76.0 74.0 81.0 56.0 81.0 76.0 77.0 73.0 4.0 4.0 4.0 4.0 4.0 25.7 2017.0 2022 5.0 Midfield
790 213400 D. Laxalt 25 Uruguay 78 80 Milan 12.5 76.0 1992 Left 2.0 3.0 4.0 High/ High Lean No LB 2018-08-17 2022-01-01 70 150 70 70 70 77 74 74 74 77 76 76 76 78 75 75 75 78 77 73 73 73 77 74 66 66 66 74 78.0 60.0 43.0 78.0 49.0 77.0 61.0 60.0 74.0 78.0 86.0 90.0 85.0 72.0 77.0 74.0 65.0 93.0 60.0 66.0 72.0 64.0 68.0 68.0 49.0 76.0 64.0 64.0 68.0 10.0 12.0 10.0 9.0 8.0 22.2 2018.0 2022 4.0 Defending
111 216460 J. Giménez 23 Uruguay 84 88 Atlético Madrid 34 63.0 1758 Right 2.0 3.0 2.0 Medium/ High Normal Yes RCB 2013-07-01 2023-01-01 73 176 58 58 58 53 53 53 53 53 52 52 52 55 58 58 58 55 73 75 75 75 73 76 85 85 85 76 47.0 37.0 81.0 68.0 30.0 47.0 36.0 44.0 58.0 56.0 69.0 70.0 56.0 76.0 43.0 72.0 92.0 67.0 85.0 48.0 89.0 85.0 24.0 27.0 38.0 73.0 88.0 86.0 87.0 9.0 11.0 7.0 10.0 15.0 72.3 2013.0 2023 10.0 Defending
235 223959 L. Torreira 22 Uruguay 82 87 Arsenal 25 98.0 2111 Right 2.0 3.0 3.0 Medium/ High Normal No LCM 2018-07-12 2023-01-01 66 141 70 70 70 76 75 75 75 76 77 77 77 77 80 80 80 77 82 83 83 83 82 81 79 79 79 81 74.0 50.0 55.0 83.0 65.0 78.0 66.0 76.0 77.0 81.0 81.0 74.0 83.0 79.0 93.0 78.0 52.0 85.0 66.0 74.0 85.0 87.0 65.0 74.0 48.0 78.0 84.0 84.0 75.0 5.0 5.0 13.0 7.0 9.0 49.4 2018.0 2023 5.0 Midfield
1149 227535 R. Bentancur 21 Uruguay 77 89 Juventus 15.5 62.0 1916 Right 1.0 3.0 4.0 Medium/ Medium Lean No RCM 2017-07-01 2022-01-01 74 159 68 68 68 73 73 73 73 73 75 75 75 75 77 77 77 75 74 76 76 76 74 72 71 71 71 72 58.0 53.0 62.0 83.0 45.0 82.0 46.0 49.0 77.0 83.0 67.0 73.0 68.0 72.0 68.0 63.0 74.0 83.0 67.0 62.0 66.0 66.0 60.0 73.0 50.0 80.0 75.0 72.0 64.0 8.0 7.0 14.0 14.0 12.0 28.7 2017.0 2022 5.0 Midfield
2513 239053 F. Valverde 19 Uruguay 74 84 Real Madrid 8.5 46.0 1789 Right 1.0 3.0 3.0 Medium/ Medium Normal Yes CM 2016-07-22 2021-01-01 72 172 68 68 68 70 72 72 72 70 73 73 73 70 75 75 75 70 67 71 71 71 67 66 64 64 64 66 49.0 67.0 48.0 78.0 38.0 70.0 51.0 48.0 81.0 74.0 69.0 68.0 51.0 69.0 64.0 77.0 49.0 68.0 56.0 77.0 59.0 68.0 61.0 75.0 42.0 70.0 70.0 67.0 50.0 6.0 10.0 6.0 15.0 8.0 19.1 2016.0 2021 5.0 Midfield
53 36 173731 G. Bale 28 Wales 88 88 Real Madrid 60 355.0 2279 Left 4.0 3.0 4.0 High/ Medium Lean Yes ST 2013-09-02 2022-01-01 73 181 89 89 89 89 89 89 89 89 88 88 88 88 83 83 83 88 76 73 73 73 76 74 70 70 70 74 87.0 86.0 84.0 85.0 85.0 87.0 90.0 87.0 80.0 85.0 94.0 95.0 82.0 85.0 65.0 92.0 87.0 75.0 80.0 91.0 65.0 59.0 85.0 79.0 76.0 86.0 54.0 55.0 52.0 15.0 15.0 11.0 5.0 6.0 123 2013.0 2022 9.0 Attacking
289 186561 A. Ramsey 27 Wales 82 83 Arsenal 25 130.0 2110 Right 3.0 3.0 3.0 High/ High Lean Yes CAM 2008-06-13 2019-01-01 72 168 78 78 78 80 81 81 81 80 82 82 82 81 83 83 83 81 78 78 78 78 78 75 72 72 72 75 75.0 74.0 58.0 84.0 79.0 81.0 70.0 66.0 80.0 82.0 64.0 69.0 73.0 81.0 74.0 81.0 66.0 89.0 67.0 74.0 73.0 69.0 84.0 79.0 75.0 81.0 66.0 70.0 67.0 6.0 11.0 5.0 10.0 8.0 49.4 2008.0 2019 11.0 Midfield
348 205923 B. Davies 25 Wales 81 84 Tottenham Hotspur 18.5 87.0 2035 Left 2.0 3.0 3.0 High/ High Lean Yes LB 2014-07-23 2021-01-01 72 168 71 71 71 75 74 74 74 75 75 75 75 78 77 77 77 78 82 80 80 80 82 81 79 79 79 81 83.0 58.0 69.0 79.0 48.0 76.0 72.0 48.0 70.0 79.0 76.0 74.0 70.0 78.0 68.0 65.0 73.0 85.0 69.0 52.0 76.0 79.0 71.0 75.0 54.0 74.0 78.0 83.0 82.0 11.0 7.0 6.0 7.0 14.0 35.6 2014.0 2021 7.0 Defending
11081 225557 R. Poole 20 Wales 64 75 Manchester United 675 13.0 1572 Right 1.0 3.0 2.0 Medium/ Medium Normal Yes CB 2015-09-01 2019-01-01 71 163 50 50 50 53 53 53 53 53 55 55 55 56 58 58 58 56 60 63 63 63 60 61 64 64 64 61 34.0 28.0 60.0 64.0 25.0 55.0 40.0 30.0 62.0 61.0 70.0 65.0 69.0 57.0 70.0 32.0 78.0 71.0 70.0 32.0 65.0 57.0 44.0 47.0 37.0 55.0 61.0 64.0 61.0 16.0 15.0 13.0 7.0 12.0 1.4 2015.0 2019 4.0 Defending
10801 235735 E. Ampadu 17 Wales 65 86 Chelsea 1.1 8.0 1514 Right 1.0 3.0 2.0 Medium/ Medium Lean Yes LDM 2017-07-01 2023-01-01 72 159 49 49 49 51 52 52 52 51 55 55 55 54 60 60 60 54 60 65 65 65 60 61 65 65 65 61 27.0 23.0 59.0 70.0 25.0 57.0 34.0 27.0 64.0 58.0 62.0 58.0 56.0 61.0 68.0 52.0 74.0 60.0 67.0 22.0 56.0 62.0 29.0 59.0 33.0 64.0 66.0 67.0 64.0 13.0 12.0 9.0 8.0 12.0 3 2017.0 2023 6.0 Midfield
In [273]:
df_Spain = df_nation[df_nation['Nationality']=='Spain']
df_Spain_ages = df_Spain.groupby(by='Age').size().reset_index()
df_Spain_ages.columns = ['Age','Age_num']
df_Spain_ages
Out[273]:
Age Age_num
0 17 3
1 18 8
2 19 9
3 20 5
4 21 9
5 22 7
6 23 6
7 24 3
8 25 6
9 26 4
10 27 4
11 28 4
12 29 4
13 30 2
14 31 6
15 32 4
16 33 3
17 35 1
In [274]:
plt.figure(figsize=(15, 6))
plt.bar(df_Spain_ages['Age'], df_Spain_ages['Age_num'],color='yellow')
plt.plot(df_Spain_ages['Age'], df_Spain_ages['Age_num'],color='red')
plt.title('Age distribution of Spanish players in European top teams',fontsize='xx-large',fontweight='heavy')
Out[274]:
Text(0.5,1,'Age distribution of Spanish players in European top teams')

So we could say, most of Spanish players in top european teams are really young, and also there are a lot of players over 31 still play a key role in their teams, like Sergio Ramos

England

In [275]:
df_England = df_nation[df_nation['Nationality']=='England']
df_England_ages = df_England.groupby(by='Age').size().reset_index()
df_England_ages.columns = ['Age','Age_num']
df_England_ages
Out[275]:
Age Age_num
0 17 8
1 18 8
2 19 9
3 20 5
4 21 5
5 22 6
6 23 1
7 24 5
8 25 2
9 26 2
10 27 4
11 28 6
12 30 1
13 32 3
14 35 1
15 38 1
In [276]:
plt.figure(figsize=(15, 6))
plt.bar(df_England_ages['Age'], df_England_ages['Age_num'],color='red')
plt.plot(df_England_ages['Age'], df_England_ages['Age_num'],color='red')
plt.title('Age distribution of English players in European top teams',fontsize='xx-large',fontweight='heavy')
Out[276]:
Text(0.5,1,'Age distribution of English players in European top teams')

1.It's surprised that there are huge amount of young English players play in top european teams!

2.That must be a good sign for English football for they have so many talented and potential players.

3.They don't have much players over 28, this may indicate that there was a time when England didn't have many top players.

Germany

In [277]:
df_Germany = df_nation[df_nation['Nationality']=='Germany']
df_Germany_ages = df_Germany.groupby(by='Age').size().reset_index()
df_Germany_ages.columns = ['Age','Age_num']
df_Germany_ages
Out[277]:
Age Age_num
0 17 3
1 18 4
2 19 4
3 20 2
4 21 1
5 22 6
6 23 4
7 24 4
8 25 1
9 26 4
10 27 2
11 28 2
12 29 5
13 30 1
14 31 1
15 32 1
In [278]:
plt.figure(figsize=(15, 6))
plt.bar(df_Germany_ages['Age'], df_Germany_ages['Age_num'],color='blue')
plt.plot(df_Germany_ages['Age'], df_Germany_ages['Age_num'],color='Black')
plt.title('Age distribution of Germany players in European top teams',fontsize='xx-large',fontweight='heavy')
Out[278]:
Text(0.5,1,'Age distribution of Germany players in European top teams')

1. The distribution of German players looks balanced, for they got players with almost all ages.

2. They got peak at 22,29, that means they always have best players these years. There's only one thing they need to pay attention to, training young and talented players

Attributes of top 5 strikers

In [279]:
player_features = (
    'Acceleration', 'Aggression', 'Agility', 
    'Balance', 'BallControl', 'Composure', 
    'Crossing', 'Dribbling', 'FKAccuracy', 
    'Finishing', 'GKDiving', 'GKHandling', 
    'GKKicking', 'GKPositioning', 'GKReflexes', 
    'HeadingAccuracy', 'Interceptions', 'Jumping', 
    'LongPassing', 'LongShots', 'Marking', 'Penalties'
)

# Top six features for striker
for i, val in data.groupby(data['Position'])[player_features].mean().iterrows():
    print('Position {}: {}, {}, {},{},{},{}'.format(i, *tuple(val.nlargest(6).index)))
Position CAM: Balance, Agility, Acceleration,BallControl,Dribbling,Composure
Position CB: Jumping, Aggression, HeadingAccuracy,Marking,Interceptions,Acceleration
Position CDM: Aggression, Jumping, Balance,BallControl,Interceptions,LongPassing
Position CF: Agility, Balance, Acceleration,Dribbling,BallControl,Finishing
Position CM: Balance, Agility, Acceleration,BallControl,LongPassing,Dribbling
Position GK: GKReflexes, GKDiving, GKPositioning,GKHandling,GKKicking,Jumping
Position LAM: Agility, Balance, Acceleration,Dribbling,BallControl,Composure
Position LB: Acceleration, Balance, Agility,Jumping,Aggression,Crossing
Position LCB: Jumping, Aggression, HeadingAccuracy,Marking,Interceptions,Composure
Position LCM: Balance, Agility, BallControl,LongPassing,Acceleration,Dribbling
Position LDM: BallControl, Aggression, LongPassing,Balance,Agility,Interceptions
Position LF: Balance, Agility, Acceleration,Dribbling,BallControl,Jumping
Position LM: Acceleration, Agility, Balance,Dribbling,BallControl,Crossing
Position LS: Acceleration, Agility, Finishing,Jumping,BallControl,Dribbling
Position LW: Acceleration, Agility, Balance,Dribbling,BallControl,Finishing
Position LWB: Acceleration, Agility, Balance,Jumping,Crossing,BallControl
Position RAM: Agility, Balance, Acceleration,Dribbling,BallControl,Crossing
Position RB: Acceleration, Balance, Jumping,Agility,Aggression,Interceptions
Position RCB: Jumping, Aggression, HeadingAccuracy,Marking,Interceptions,Composure
Position RCM: Agility, Balance, BallControl,LongPassing,Aggression,Acceleration
Position RDM: Aggression, Jumping, BallControl,LongPassing,Balance,Interceptions
Position RF: Agility, Acceleration, Balance,BallControl,Dribbling,LongShots
Position RM: Acceleration, Agility, Balance,Dribbling,BallControl,Crossing
Position RS: Acceleration, Agility, Jumping,Finishing,BallControl,Dribbling
Position RW: Acceleration, Agility, Balance,Dribbling,BallControl,Finishing
Position RWB: Acceleration, Agility, Balance,Jumping,Aggression,BallControl
Position ST: Acceleration, Jumping, Finishing,Agility,Balance,BallControl

we can see top 6 attributes of strikers are Acceleration, Jumping, Finishing,Agility,Balance,BallControl. Then, we can analyse these 6 features of top 5 strikers.

In [280]:
data[["Name","Overall","Age"]][:10].set_index("Name").style.background_gradient("Greens")
Out[280]:
Overall Age
Name
L. Messi 94 31
Cristiano Ronaldo 94 33
Neymar Jr 92 26
De Gea 91 27
K. De Bruyne 91 27
E. Hazard 91 27
L. Modrić 91 32
L. Suárez 91 31
Sergio Ramos 91 32
J. Oblak 90 25

According to the above analysis Overall performance of Messi and Cristiano and Ronaldo is best as compared to other players

In [282]:
print("Top 10 Clubs of Average Overall...")
pd.DataFrame(data.groupby("Club")["Overall"].mean().sort_values(ascending=False)[:10]).style.background_gradient("winter")
Top 10 Clubs of Average Overall...
Out[282]:
Overall
Club
Juventus 82.28
Napoli 80
Inter 79.75
Real Madrid 78.2424
Milan 78.0741
FC Barcelona 78.0303
Paris Saint-Germain 77.4333
Roma 77.4231
Manchester United 77.2424
SL Benfica 77

The overall performance of employees is better from the Juventus club

In [94]:
print("Top 10 Clubs of Average Overall...")
pd.DataFrame(data.groupby("BodyType")["Overall"].mean().sort_values(ascending=False)[:10]).style.background_gradient("winter")
Top 10 Clubs of Average Overall...
Out[94]:
Overall
BodyType
Messi 94
C. Ronaldo 94
Neymar 92
Courtois 89
PLAYER_BODY_TYPE_25 88
Shaqiri 81
Stocky 67.6762
Normal 66.494
Akinfenwa 66
Lean 65.5374

The body type Messi has best maximun overall performance of 94

In [95]:
pd.DataFrame(data.groupby("Club")["Age"].mean().sort_values(ascending=False)[:10]).style.background_gradient("winter")
Out[95]:
Age
Club
Paraná 31.6
Cruzeiro 30.6
Botafogo 30.4
Atlético Paranaense 30.4
Chapecoense 30.4
Ceará Sporting Club 30.2
Sport Club do Recife 30.2
Fluminense 30.2
Vitória 30
Bahia 30

The maximun mean age is 31.6 which is at highest of the club Parana

In [96]:
pd.DataFrame(data.groupby("PreferredFoot")["Overall"].mean().sort_values(ascending=False)[:10]).style.background_gradient("winter")
Out[96]:
Overall
PreferredFoot
Left 66.7905
Right 66.0693
In [97]:
pd.DataFrame(data.groupby("Position")["Overall"].mean().sort_values(ascending=False)[:10]).style.background_gradient("winter")
Out[97]:
Overall
Position
LF 73.8667
RF 73.25
RAM 72.2857
LAM 71.8571
LS 70.0777
RDM 69.7398
RS 69.5373
LCM 69.3342
RCB 69.316
LCB 69.2025

Players Age Distribution

In [98]:
data["Age Cut"]=pd.cut(data["Age"],[0,20,25,30,35,100],labels=["U20","21to25","26to30","31to35","Over35"])
In [99]:
#age columns analysis
plt.figure(figsize=(10,5))
sns.countplot(data["Age Cut"])
plt.title("Players age distribution",fontsize=20)
plt.xlabel("Players age",fontsize=20)
plt.ylabel("Count",fontsize=20)
plt.show()

OBSERVATION

Maximum number of players belong to age 21 and 25 while minimum number of players are from age group above 35

Nationality

In [100]:
counts_Nationality = data["Nationality"].value_counts()
counts_Nationality = counts_Nationality.reset_index()
counts_Nationality.columns= ["Nations","Counts"]
counts_Nationality.head()
Out[100]:
Nations Counts
0 England 1657
1 Germany 1195
2 Spain 1071
3 Argentina 935
4 France 911
In [101]:
counts_Nationality_top20 = counts_Nationality.iloc[0:20,:]
print(counts_Nationality_top20)
                Nations  Counts
0               England    1657
1               Germany    1195
2                 Spain    1071
3             Argentina     935
4                France     911
5                Brazil     825
6                 Italy     699
7              Colombia     616
8                 Japan     478
9           Netherlands     452
10               Sweden     394
11             China PR     390
12                Chile     388
13  Republic of Ireland     368
14               Mexico     365
15        United States     353
16               Poland     347
17               Norway     341
18         Saudi Arabia     337
19              Denmark     335
In [102]:
plt.figure(figsize=(12,4))
data.groupby('Nationality')['ID'].sum().nlargest(20).plot(kind='bar')
plt.show()

In this dataset most of the players are from England which is followed by Germany.

In [103]:
plt.figure(figsize=(12,4))
data.groupby('Height in inches')['ID'].sum().nlargest(20).plot(kind='bar')
plt.show()

Histogram of count of players based on some attribute height.

In [104]:
data['Value'].max()
Out[104]:
'975'
In [105]:
sns.kdeplot(data['Value'],shade=True,color='r')
Out[105]:
<matplotlib.axes._subplots.AxesSubplot at 0x237a6851c18>
In [106]:
sns.kdeplot(data['Wage'],shade=True,color='b')
Out[106]:
<matplotlib.axes._subplots.AxesSubplot at 0x237a3ffb940>
In [107]:
data.columns
Out[107]:
Index(['ID', 'Name', 'Age', 'Nationality', 'Overall', 'Potential', 'Club',
       'Value', 'Wage', 'Special', 'PreferredFoot', 'InternationalReputation',
       'WeakFoot', 'SkillMoves', 'WorkRate', 'BodyType', 'RealFace',
       'Position', 'Joined', 'ContractValidUntil', 'Height in inches',
       'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW', 'LAM', 'CAM',
       'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM', 'CDM', 'RDM',
       'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing', 'Finishing',
       'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve',
       'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration',
       'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower',
       'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression',
       'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure',
       'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling',
       'GKKicking', 'GKPositioning', 'GKReflexes', 'ReleaseClause',
       'Joined_Year', 'CVU_Year', 'Contract_Period', 'Main Position',
       'Age Cut'],
      dtype='object')

OBSERVATION:

1. 11.2% of the Ids are the records which belong to Goalkeeper Players 2. 18.8% of the Ids are the records which belong to Attacking Players 3. 32.3% of the Ids are the records which belong to Defending Players 4. 37.7% of the Ids are the records which belong to Midfield Players
In [108]:
plt.figure(figsize=(12,4))
data.groupby('Overall')['ID'].sum().nlargest(20).plot(kind='bar')
plt.show()

In this dataset most of the players have the general performance rated as 66%

In [109]:
plt.figure(figsize=(14,6))
plt.subplot(1,2,1)
sns.countplot(data=data , x="PreferredFoot" ,palette="Blues",edgecolor="black")
plt.title("Count Plot of PreferredFoot", fontsize=20)
plt.subplot(1,2,2)
sns.countplot(data=data , x="InternationalReputation" ,palette="Blues",edgecolor="black")
plt.title("Count Plot of InternationalReputation", fontsize=20)
plt.show()

From analysis above, it has been found that 13948 players use Right leg preferably and 4211 players use preferably Left leg. It can be observed from below.

In [110]:
data.PreferredFoot.value_counts()
Out[110]:
Right    13756
Left      4162
Name: PreferredFoot, dtype: int64
In [111]:
club = data.loc[(data["Club"]=="Juventus")|
      (data["Club"]=="Napoli")|
      (data["Club"]=="Inter")|
      (data["Club"]=="Real Madrid")|
      (data["Club"]=="Milan")|
      (data["Club"]=="FC Barcelona")|
      (data["Club"]=="Paris Saint-Germain")|
      (data["Club"]=="Manchester United")|
      (data["Club"]=="SL Benfica")]

plt.figure(figsize=(14,6))
sns.boxplot(data=club,y="Club",x="Overall",
            palette=["teal","white","teal","white","teal"]+["white"]*4,linewidth=2)
plt.xticks(fontsize=15)
plt.yticks(fontsize=15)
plt.title("Box Plot of Overall of Top 10 Clubs",fontsize=20)
plt.show()

The overall performance of FC Barcelona and Real Madrid is better than others clubs

In [112]:
plt.figure(figsize=(14,6))
plt.hist(data["Overall"],bins=20,density=True,color="teal",edgecolor="black")
plt.xlabel("Overall",fontsize=15)
plt.ylabel("Frequency",fontsize=15)
plt.title("Histogram of Overall",fontsize=20)
plt.show()
In [113]:
plt.figure(figsize=(14,6))
plt.subplot(1,2,1)
sns.boxplot(data=data, x="Age Cut", y="Overall",palette=["teal"])
plt.title("Box Plot of Age and Overall",fontsize=20)
plt.subplot(1,2,2)
sns.boxplot(data=data, x="Age Cut", y="Potential",palette=["teal"])
plt.title("Box Plot of Age and Potential",fontsize=20)
plt.show()
In [114]:
plt.figure(figsize=(60,30))
arr  = ["Finishing","SprintSpeed","ShotPower","Stamina"]
for i in range(1,5):
    plt.subplot(2,2,i)
    data.groupby(["Position"])[arr[i-1]].mean().sort_index().plot(kind="barh",color="teal"
                                                                     ,edgecolor="black",lw=2)
    plt.xticks(fontsize=40)
    plt.yticks(fontsize=40)
    plt.title("{} Average".format(arr[i-1]),fontsize=20)
plt.tight_layout()
plt.show()
In [115]:
plt.figure(figsize=(14,10))
sns.boxplot(data=data.iloc[:,53:88], orient="h", palette=["teal"])
plt.title("Box Plot of Data")
plt.show()
Above boxplots clearly indicate that there are outliers in the columns like dribbling, ball control, sprintspeed,reactions, jumping ,stamina,vision composure,GKhandling,etc whereas there are no outliers in the columns Interceptions,positioning,marking,sliding tackle....

Data Standardization

In [116]:
num_attr = ['Age', 'Overall', 'Potential',
       'Value', 'Wage', 'Special','Height in inches',
       'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW', 'LAM', 'CAM',
       'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM', 'CDM', 'RDM',
       'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing', 'Finishing',
       'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve',
       'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration',
       'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower',
       'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression',
       'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure',
       'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling',
       'GKKicking', 'GKPositioning', 'GKReflexes', 'ReleaseClause', 'Contract_Period']
In [117]:
from sklearn.preprocessing import StandardScaler
standardizer = StandardScaler()
standardizer.fit((data[num_attr]))
data_std = pd.DataFrame(standardizer.transform((data[num_attr])))
data_std.head()
Out[117]:
0 1 2 3 4 5 6 7 8 9 ... 60 61 62 63 64 65 66 67 68 69
0 1.260843 4.006783 3.689931 -0.544052 25.070566 2.212243 -1.645880 -0.446617 3.460804 3.460804 ... -0.717719 -0.909315 -0.923511 -0.599640 -0.318041 -0.073212 -0.138909 -0.484698 0.044755 5.697391
1 1.688628 4.006783 3.689931 -0.659513 17.844529 2.307490 0.995962 1.091485 3.923517 3.923517 ... -0.969302 -0.770728 -1.064554 -0.543018 -0.318041 -0.073212 -0.138909 -0.317246 -0.294108 0.149896
2 0.191379 3.718143 3.527169 -0.516479 12.650815 1.996107 -0.891068 -1.023405 3.113770 3.113770 ... -1.019618 -1.094097 -0.594411 -0.429776 -0.436543 -0.073212 -0.080057 -0.317246 0.050209 0.576627
3 0.405272 3.573823 3.527169 -0.676746 11.295933 -0.465652 1.750774 0.130171 0.221814 0.221814 ... -1.623417 -1.232684 -1.534696 4.156548 4.066546 4.298885 4.216150 4.315580 -0.254904 2.283548
4 0.405272 3.573823 3.364407 -0.573348 15.586392 2.501646 -0.136256 -0.767055 2.882413 2.882413 ... 1.043359 0.476554 0.251846 -0.090048 -0.199539 -0.680448 -0.374318 -0.205612 -0.057859 1.856818

5 rows × 70 columns

In [118]:
data_std.describe()
Out[118]:
0 1 2 3 4 5 6 7 8 9 ... 60 61 62 63 64 65 66 67 68 69
count 1.791800e+04 1.791800e+04 1.791800e+04 1.791800e+04 1.791800e+04 1.791800e+04 1.791800e+04 1.791800e+04 1.791800e+04 1.791800e+04 ... 1.791800e+04 1.791800e+04 1.791800e+04 1.791800e+04 1.791800e+04 1.791800e+04 1.791800e+04 1.791800e+04 1.791800e+04 1.791800e+04
mean 1.028008e-14 -4.034557e-14 -3.151130e-15 4.380467e-15 -2.300128e-14 7.941459e-16 -1.875061e-15 -4.318580e-16 -8.202936e-16 -8.202936e-16 ... 2.699082e-15 -2.618721e-15 -6.558639e-15 -3.377295e-16 8.921168e-16 -1.353347e-15 6.227361e-16 1.437131e-16 1.183068e-14 1.089815e-14
std 1.000028e+00 1.000028e+00 1.000028e+00 1.000028e+00 1.000028e+00 1.000028e+00 1.000028e+00 1.000028e+00 1.000028e+00 1.000028e+00 ... 1.000028e+00 1.000028e+00 1.000028e+00 1.000028e+00 1.000028e+00 1.000028e+00 1.000028e+00 1.000028e+00 1.000028e+00 1.000028e+00
min -1.947548e+00 -2.920574e+00 -3.797138e+00 -9.249003e-01 -4.012143e-01 -3.176518e+00 -3.910316e+00 -3.586908e+00 -3.132853e+00 -3.132853e+00 ... -2.227215e+00 -2.110401e+00 -2.004839e+00 -8.827459e-01 -9.105529e-01 -9.233420e-01 -9.039872e-01 -8.754183e-01 -7.239932e-01 -1.557025e+00
25% -8.780846e-01 -6.114548e-01 -7.046526e-01 -9.080120e-01 -4.012143e-01 -5.169391e-01 -8.910683e-01 -7.670551e-01 -5.879330e-01 -5.879330e-01 ... -8.686689e-01 -9.555106e-01 -1.017539e+00 -4.863970e-01 -4.957946e-01 -4.982769e-01 -4.920221e-01 -4.846980e-01 -7.178569e-01 -7.035645e-01
50% -2.251377e-02 -3.417510e-02 -5.360312e-02 -3.734458e-01 -3.108889e-01 1.387973e-01 -1.362562e-01 -6.209177e-02 2.218145e-01 2.218145e-01 ... 2.886109e-01 3.379670e-01 2.988599e-01 -3.165331e-01 -3.180411e-01 -3.161062e-01 -3.154657e-01 -3.172464e-01 -6.599025e-01 -2.768341e-01
75% 6.191644e-01 6.874245e-01 5.974464e-01 7.122303e-01 -3.991248e-02 6.919604e-01 6.185558e-01 6.428715e-01 6.845273e-01 6.845273e-01 ... 8.420925e-01 8.461189e-01 8.630310e-01 -1.466693e-01 -1.402875e-01 -1.339355e-01 -1.389092e-01 -1.497949e-01 6.225938e-01 5.766266e-01
max 4.255340e+00 4.006783e+00 3.852694e+00 2.435526e+00 2.507057e+01 2.739763e+00 3.637804e+00 4.936739e+00 3.923517e+00 3.923517e+00 ... 2.351588e+00 2.093401e+00 2.132416e+00 4.156548e+00 4.481305e+00 4.541780e+00 4.333855e+00 4.315580e+00 2.678270e+00 1.124489e+01

8 rows × 70 columns

CLUSTERING

Agglomerative Clustering

Parameter description

n_clusters : The number of clusters to find. linkage : {“ward”, “complete”, “average”} ward minimizes the variance of the clusters being merged. complete uses the maximum distances between all observations of the two sets. average uses the average of the distances of each observation of the two sets. affinity : {“euclidean”, “l1”, “l2”, “manhattan”, “cosine”}
In [119]:
data[num_attr].head()
Out[119]:
Age Overall Potential Value Wage Special Height in inches Weight LS ST ... Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period
0 31 94 94 110.5 565.0 2202 67 159 90 90 ... 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 17.0
1 33 94 94 77 405.0 2228 74 183 94 94 ... 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 127.1 4.0
2 26 92 93 118.5 290.0 2143 69 150 87 87 ... 27.0 24.0 33.0 9.0 9.0 15.0 15.0 11.0 228.1 5.0
3 27 91 93 72 260.0 1471 76 168 62 62 ... 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 138.6 9.0
4 27 91 92 102 355.0 2281 71 154 85 85 ... 68.0 58.0 51.0 15.0 13.0 5.0 10.0 13.0 196.4 8.0

5 rows × 70 columns

In [120]:
data_std.head()
Out[120]:
0 1 2 3 4 5 6 7 8 9 ... 60 61 62 63 64 65 66 67 68 69
0 1.260843 4.006783 3.689931 -0.544052 25.070566 2.212243 -1.645880 -0.446617 3.460804 3.460804 ... -0.717719 -0.909315 -0.923511 -0.599640 -0.318041 -0.073212 -0.138909 -0.484698 0.044755 5.697391
1 1.688628 4.006783 3.689931 -0.659513 17.844529 2.307490 0.995962 1.091485 3.923517 3.923517 ... -0.969302 -0.770728 -1.064554 -0.543018 -0.318041 -0.073212 -0.138909 -0.317246 -0.294108 0.149896
2 0.191379 3.718143 3.527169 -0.516479 12.650815 1.996107 -0.891068 -1.023405 3.113770 3.113770 ... -1.019618 -1.094097 -0.594411 -0.429776 -0.436543 -0.073212 -0.080057 -0.317246 0.050209 0.576627
3 0.405272 3.573823 3.527169 -0.676746 11.295933 -0.465652 1.750774 0.130171 0.221814 0.221814 ... -1.623417 -1.232684 -1.534696 4.156548 4.066546 4.298885 4.216150 4.315580 -0.254904 2.283548
4 0.405272 3.573823 3.364407 -0.573348 15.586392 2.501646 -0.136256 -0.767055 2.882413 2.882413 ... 1.043359 0.476554 0.251846 -0.090048 -0.199539 -0.680448 -0.374318 -0.205612 -0.057859 1.856818

5 rows × 70 columns

In [353]:
import matplotlib.pyplot as plt
%matplotlib notebook
In [362]:
data_cluster.columns
Out[362]:
Index(['Player_Name', 'Age', 'Overall', 'Potential', 'Value', 'Wage', 'Special', 'Height in inches', 'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW', 'LAM', 'CAM', 'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM', 'CDM', 'RDM', 'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing', 'Finishing', 'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve', 'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration', 'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower', 'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression', 'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure', 'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling', 'GKKicking', 'GKPositioning', 'GKReflexes', 'ReleaseClause', 'Contract_Period', 'cluster_num'], dtype='object')
In [364]:
import scipy.cluster.hierarchy as shc

plt.figure(figsize=(20, 12))  
plt.title("Dendrogram - Visualizing the clusters")  
dend = shc.dendrogram(shc.linkage(data_std, method='ward'))

plt.axhline(y=400, color='r', linestyle='--')
Out[364]:
<matplotlib.lines.Line2D at 0x237c7bda240>
In [365]:
plt.savefig('dendogram1.png', format='png', bbox_inches='tight')
plt.savefig('dendogram2.jpg', format='jpg', bbox_inches='tight')
In [366]:
from sklearn.cluster import AgglomerativeClustering

aggl_cluster = AgglomerativeClustering(n_clusters=4, affinity='euclidean', linkage='ward')  
cluster_labels=aggl_cluster.fit_predict(data_std)
Out[366]:
array([0, 0, 0, ..., 2, 2, 1], dtype=int64)
In [377]:
cluster_labels=aggl_cluster.fit_predict(data_std)

RESULT:

In [407]:
plt.figure(figsize=(12, 10))  
plt.scatter(data['Volleys'], data['Overall'], c=aggl_cluster.labels_) 
Out[407]:
<matplotlib.collections.PathCollection at 0x2380c174e80>
In [376]:
plt.figure(figsize=(12, 10))  
plt.scatter(data['Acceleration'], data['Overall'], c=aggl_cluster.labels_) 
Out[376]:
<matplotlib.collections.PathCollection at 0x23822f9aef0>
In [408]:
plt.figure(figsize=(12, 10))  
plt.scatter(data['Age'], data['Overall'], c=aggl_cluster.labels_) 
Out[408]:
<matplotlib.collections.PathCollection at 0x2380d309518>
In [411]:
plt.figure(figsize=(12, 10))  
plt.scatter(data['Wage'], data['Value'], c=aggl_cluster.labels_) 
Out[411]:
<matplotlib.collections.PathCollection at 0x2382335b1d0>
In [412]:
plt.figure(figsize=(12, 10))  
plt.scatter(data['Wage'], data['Overall'], c=aggl_cluster.labels_) 
Out[412]:
<matplotlib.collections.PathCollection at 0x238230811d0>
In [378]:
data_cluster_aggl=data[num_attr]
In [380]:
data_cluster_aggl['cluster_num'] = cluster_labels
In [381]:
data_cluster_aggl.head()
Out[381]:
Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
0 31 94 94 110.5 565.0 2202 67 159 90 90 90 94 95 95 95 94 95 95 95 93 86 86 86 93 66 63 63 63 66 61 49 49 49 61 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 17.0 0
1 33 94 94 77 405.0 2228 74 183 94 94 94 92 93 93 93 92 91 91 91 91 84 84 84 91 68 64 64 64 68 64 56 56 56 64 84.0 94.0 89.0 81.0 87.0 88.0 81.0 76.0 77.0 94.0 89.0 91.0 87.0 96.0 70.0 95.0 95.0 88.0 79.0 93.0 63.0 29.0 95.0 82.0 85.0 95.0 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 127.1 4.0 0
2 26 92 93 118.5 290.0 2143 69 150 87 87 87 92 92 92 92 92 92 92 92 91 84 84 84 91 68 63 63 63 68 63 50 50 50 63 79.0 87.0 62.0 84.0 84.0 96.0 88.0 87.0 78.0 95.0 94.0 90.0 96.0 94.0 84.0 80.0 61.0 81.0 49.0 82.0 56.0 36.0 89.0 87.0 81.0 94.0 27.0 24.0 33.0 9.0 9.0 15.0 15.0 11.0 228.1 5.0 0
3 27 91 93 72 260.0 1471 76 168 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 13.0 21.0 50.0 13.0 18.0 21.0 19.0 51.0 42.0 57.0 58.0 60.0 90.0 43.0 31.0 67.0 43.0 64.0 12.0 38.0 30.0 12.0 68.0 40.0 68.0 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 138.6 9.0 3
4 27 91 92 102 355.0 2281 71 154 85 85 85 90 90 90 90 90 91 91 91 91 90 90 90 91 80 80 80 80 80 76 69 69 69 76 93.0 82.0 55.0 92.0 82.0 86.0 85.0 83.0 91.0 91.0 78.0 76.0 79.0 91.0 77.0 91.0 63.0 90.0 75.0 91.0 76.0 61.0 87.0 94.0 79.0 88.0 68.0 58.0 51.0 15.0 13.0 5.0 10.0 13.0 196.4 8.0 0
In [382]:
data_cluster_aggl['cluster_num'].value_counts()
Out[382]:
0    6898
2    4583
1    4445
3    1992
Name: cluster_num, dtype: int64
In [383]:
idx = 0   
data_cluster_aggl.insert(loc=idx, column='Player_Name', value=data['Name'])
In [384]:
data_cluster_aggl.head(10)
Out[384]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
0 L. Messi 31 94 94 110.5 565.0 2202 67 159 90 90 90 94 95 95 95 94 95 95 95 93 86 86 86 93 66 63 63 63 66 61 49 49 49 61 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 17.0 0
1 Cristiano Ronaldo 33 94 94 77 405.0 2228 74 183 94 94 94 92 93 93 93 92 91 91 91 91 84 84 84 91 68 64 64 64 68 64 56 56 56 64 84.0 94.0 89.0 81.0 87.0 88.0 81.0 76.0 77.0 94.0 89.0 91.0 87.0 96.0 70.0 95.0 95.0 88.0 79.0 93.0 63.0 29.0 95.0 82.0 85.0 95.0 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 127.1 4.0 0
2 Neymar Jr 26 92 93 118.5 290.0 2143 69 150 87 87 87 92 92 92 92 92 92 92 92 91 84 84 84 91 68 63 63 63 68 63 50 50 50 63 79.0 87.0 62.0 84.0 84.0 96.0 88.0 87.0 78.0 95.0 94.0 90.0 96.0 94.0 84.0 80.0 61.0 81.0 49.0 82.0 56.0 36.0 89.0 87.0 81.0 94.0 27.0 24.0 33.0 9.0 9.0 15.0 15.0 11.0 228.1 5.0 0
3 De Gea 27 91 93 72 260.0 1471 76 168 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 13.0 21.0 50.0 13.0 18.0 21.0 19.0 51.0 42.0 57.0 58.0 60.0 90.0 43.0 31.0 67.0 43.0 64.0 12.0 38.0 30.0 12.0 68.0 40.0 68.0 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 138.6 9.0 3
4 K. De Bruyne 27 91 92 102 355.0 2281 71 154 85 85 85 90 90 90 90 90 91 91 91 91 90 90 90 91 80 80 80 80 80 76 69 69 69 76 93.0 82.0 55.0 92.0 82.0 86.0 85.0 83.0 91.0 91.0 78.0 76.0 79.0 91.0 77.0 91.0 63.0 90.0 75.0 91.0 76.0 61.0 87.0 94.0 79.0 88.0 68.0 58.0 51.0 15.0 13.0 5.0 10.0 13.0 196.4 8.0 0
5 E. Hazard 27 91 91 93 340.0 2142 68 163 86 86 86 92 91 91 91 92 92 92 92 92 85 85 85 92 69 66 66 66 69 63 52 52 52 63 81.0 84.0 61.0 89.0 80.0 95.0 83.0 79.0 83.0 94.0 94.0 88.0 95.0 90.0 94.0 82.0 56.0 83.0 66.0 80.0 54.0 41.0 87.0 89.0 86.0 91.0 34.0 27.0 22.0 11.0 12.0 6.0 8.0 8.0 172.1 8.0 0
6 L. Modrić 32 91 91 67 420.0 2280 68 146 80 80 80 88 87 87 87 88 90 90 90 89 91 91 91 89 85 84 84 84 85 82 74 74 74 82 86.0 72.0 55.0 93.0 76.0 90.0 85.0 78.0 88.0 93.0 80.0 72.0 93.0 90.0 94.0 79.0 68.0 89.0 58.0 82.0 62.0 83.0 79.0 92.0 82.0 84.0 60.0 76.0 73.0 13.0 9.0 7.0 14.0 9.0 137.4 8.0 0
7 L. Suárez 31 91 91 80 455.0 2346 72 190 92 92 92 91 92 92 92 91 90 90 90 89 84 84 84 89 74 73 73 73 74 71 68 68 68 71 77.0 93.0 77.0 82.0 88.0 87.0 86.0 84.0 64.0 90.0 86.0 75.0 82.0 92.0 83.0 86.0 69.0 90.0 83.0 85.0 87.0 41.0 92.0 84.0 85.0 85.0 62.0 45.0 38.0 27.0 25.0 31.0 33.0 37.0 164 7.0 0
8 Sergio Ramos 32 91 91 51 380.0 2201 72 181 76 76 76 73 74 74 74 73 74 74 74 75 78 78 78 75 84 87 87 87 84 87 90 90 90 87 66.0 60.0 91.0 78.0 66.0 63.0 74.0 72.0 77.0 84.0 76.0 75.0 78.0 85.0 66.0 79.0 93.0 84.0 83.0 59.0 88.0 90.0 60.0 63.0 75.0 82.0 87.0 92.0 91.0 11.0 8.0 9.0 7.0 11.0 104.6 15.0 0
9 J. Oblak 25 90 93 68 94.0 1331 74 192 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 11.0 15.0 29.0 13.0 12.0 13.0 14.0 26.0 16.0 43.0 60.0 67.0 86.0 49.0 22.0 76.0 41.0 78.0 12.0 34.0 19.0 11.0 70.0 11.0 70.0 27.0 12.0 18.0 86.0 92.0 78.0 88.0 89.0 144.5 7.0 3
In [387]:
data_cluster_aggl.sort_values(by='Overall', ascending=False).head(10)
Out[387]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
0 L. Messi 31 94 94 110.5 565.0 2202 67 159 90 90 90 94 95 95 95 94 95 95 95 93 86 86 86 93 66 63 63 63 66 61 49 49 49 61 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 17.0 0
1 Cristiano Ronaldo 33 94 94 77 405.0 2228 74 183 94 94 94 92 93 93 93 92 91 91 91 91 84 84 84 91 68 64 64 64 68 64 56 56 56 64 84.0 94.0 89.0 81.0 87.0 88.0 81.0 76.0 77.0 94.0 89.0 91.0 87.0 96.0 70.0 95.0 95.0 88.0 79.0 93.0 63.0 29.0 95.0 82.0 85.0 95.0 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 127.1 4.0 0
2 Neymar Jr 26 92 93 118.5 290.0 2143 69 150 87 87 87 92 92 92 92 92 92 92 92 91 84 84 84 91 68 63 63 63 68 63 50 50 50 63 79.0 87.0 62.0 84.0 84.0 96.0 88.0 87.0 78.0 95.0 94.0 90.0 96.0 94.0 84.0 80.0 61.0 81.0 49.0 82.0 56.0 36.0 89.0 87.0 81.0 94.0 27.0 24.0 33.0 9.0 9.0 15.0 15.0 11.0 228.1 5.0 0
3 De Gea 27 91 93 72 260.0 1471 76 168 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 13.0 21.0 50.0 13.0 18.0 21.0 19.0 51.0 42.0 57.0 58.0 60.0 90.0 43.0 31.0 67.0 43.0 64.0 12.0 38.0 30.0 12.0 68.0 40.0 68.0 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 138.6 9.0 3
4 K. De Bruyne 27 91 92 102 355.0 2281 71 154 85 85 85 90 90 90 90 90 91 91 91 91 90 90 90 91 80 80 80 80 80 76 69 69 69 76 93.0 82.0 55.0 92.0 82.0 86.0 85.0 83.0 91.0 91.0 78.0 76.0 79.0 91.0 77.0 91.0 63.0 90.0 75.0 91.0 76.0 61.0 87.0 94.0 79.0 88.0 68.0 58.0 51.0 15.0 13.0 5.0 10.0 13.0 196.4 8.0 0
5 E. Hazard 27 91 91 93 340.0 2142 68 163 86 86 86 92 91 91 91 92 92 92 92 92 85 85 85 92 69 66 66 66 69 63 52 52 52 63 81.0 84.0 61.0 89.0 80.0 95.0 83.0 79.0 83.0 94.0 94.0 88.0 95.0 90.0 94.0 82.0 56.0 83.0 66.0 80.0 54.0 41.0 87.0 89.0 86.0 91.0 34.0 27.0 22.0 11.0 12.0 6.0 8.0 8.0 172.1 8.0 0
6 L. Modrić 32 91 91 67 420.0 2280 68 146 80 80 80 88 87 87 87 88 90 90 90 89 91 91 91 89 85 84 84 84 85 82 74 74 74 82 86.0 72.0 55.0 93.0 76.0 90.0 85.0 78.0 88.0 93.0 80.0 72.0 93.0 90.0 94.0 79.0 68.0 89.0 58.0 82.0 62.0 83.0 79.0 92.0 82.0 84.0 60.0 76.0 73.0 13.0 9.0 7.0 14.0 9.0 137.4 8.0 0
7 L. Suárez 31 91 91 80 455.0 2346 72 190 92 92 92 91 92 92 92 91 90 90 90 89 84 84 84 89 74 73 73 73 74 71 68 68 68 71 77.0 93.0 77.0 82.0 88.0 87.0 86.0 84.0 64.0 90.0 86.0 75.0 82.0 92.0 83.0 86.0 69.0 90.0 83.0 85.0 87.0 41.0 92.0 84.0 85.0 85.0 62.0 45.0 38.0 27.0 25.0 31.0 33.0 37.0 164 7.0 0
8 Sergio Ramos 32 91 91 51 380.0 2201 72 181 76 76 76 73 74 74 74 73 74 74 74 75 78 78 78 75 84 87 87 87 84 87 90 90 90 87 66.0 60.0 91.0 78.0 66.0 63.0 74.0 72.0 77.0 84.0 76.0 75.0 78.0 85.0 66.0 79.0 93.0 84.0 83.0 59.0 88.0 90.0 60.0 63.0 75.0 82.0 87.0 92.0 91.0 11.0 8.0 9.0 7.0 11.0 104.6 15.0 0
12 D. Godín 32 90 90 44 125.0 1946 74 172 67 67 67 64 65 65 65 64 65 65 65 66 71 71 71 66 79 84 84 84 79 82 90 90 90 82 55.0 42.0 92.0 79.0 47.0 53.0 49.0 51.0 70.0 76.0 68.0 68.0 58.0 85.0 54.0 67.0 91.0 66.0 88.0 43.0 89.0 88.0 48.0 52.0 50.0 82.0 90.0 89.0 89.0 6.0 8.0 15.0 5.0 15.0 90.2 9.0 0

Best number of clusters by Aggloromerative clustering is 4

K-Means Clustering

1. Kmeans is a distance based iterative technique, where the instances that are "closer" are "grouped" together forming a "cluster". 2. This "closeness" is computed by distances,by default, Euclidean distances 3. We need to specify prior, how many clusters we want to get. 4. What is iterative in this case? (i) We specify a number of clusters we need, so in the first iteration, centroids(centre) of the cluster are randomly picked in the data (this centroid need not be a data point but could be any other point as well). For eg: if we need 3 clusters, 3 centroids are randomly picked. (ii) Now with respect to each of these centroids, distance is computed for each of the points in the data and the data point is assigned to that cluster for which the point's distance is closest to its centroid. This is "Assignment phase". (iii) Once all points are assigned to the clusters, new centroids are computed from the points of each cluster (in 2d it is (x1+x2)/2, (y1+y2)/2)..remember this formula :) Once, this new centroids are computed, the assignment phase starts-- compute the distance between each of the data points with each of the new centroids and assign the point to the closest cluster. After assignment, the new cluster centroids are computed. This process continues until there is no change in cluster centroids from previous iteration
In [128]:
data[num_attr].shape
Out[128]:
(17918, 70)
In [133]:
from sklearn.cluster import KMeans
kmeans_object = KMeans(n_clusters=5, random_state=1240)
kmeans_object.fit(data_std)
kmeans_clusters = kmeans_object.predict(data_std)
In [134]:
kmeans_clusters.shape
Out[134]:
(17918,)
In [135]:
np.unique(kmeans_clusters, return_counts=True)
Out[135]:
(array([0, 1, 2, 3, 4]), array([3551, 2971, 1992, 4641, 4763], dtype=int64))
In [141]:
data_cluster = data[num_attr]
In [142]:
data_cluster['cluster_num'] = kmeans_clusters
In [143]:
data_cluster.head()
Out[143]:
Age Overall Potential Value Wage Special Height in inches Weight LS ST ... StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
0 31 94 94 110.5 565.0 2202 67 159 90 90 ... 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 17.0 0
1 33 94 94 77 405.0 2228 74 183 94 94 ... 31.0 23.0 7.0 11.0 15.0 14.0 11.0 127.1 4.0 0
2 26 92 93 118.5 290.0 2143 69 150 87 87 ... 24.0 33.0 9.0 9.0 15.0 15.0 11.0 228.1 5.0 0
3 27 91 93 72 260.0 1471 76 168 62 62 ... 21.0 13.0 90.0 85.0 87.0 88.0 94.0 138.6 9.0 2
4 27 91 92 102 355.0 2281 71 154 85 85 ... 58.0 51.0 15.0 13.0 5.0 10.0 13.0 196.4 8.0 0

5 rows × 71 columns

In [149]:
data_cluster['cluster_num'].value_counts()
Out[149]:
4    4763
3    4641
0    3551
1    2971
2    1992
Name: cluster_num, dtype: int64
In [156]:
idx = 0   
data_cluster.insert(loc=idx, column='Player_Name', value=data['Name'])
In [286]:
data_cluster.head()
Out[286]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
0 L. Messi 31 94 94 110.5 565.0 2202 67 159 90 90 90 94 95 95 95 94 95 95 95 93 86 86 86 93 66 63 63 63 66 61 49 49 49 61 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 17.0 0
1 Cristiano Ronaldo 33 94 94 77 405.0 2228 74 183 94 94 94 92 93 93 93 92 91 91 91 91 84 84 84 91 68 64 64 64 68 64 56 56 56 64 84.0 94.0 89.0 81.0 87.0 88.0 81.0 76.0 77.0 94.0 89.0 91.0 87.0 96.0 70.0 95.0 95.0 88.0 79.0 93.0 63.0 29.0 95.0 82.0 85.0 95.0 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 127.1 4.0 0
2 Neymar Jr 26 92 93 118.5 290.0 2143 69 150 87 87 87 92 92 92 92 92 92 92 92 91 84 84 84 91 68 63 63 63 68 63 50 50 50 63 79.0 87.0 62.0 84.0 84.0 96.0 88.0 87.0 78.0 95.0 94.0 90.0 96.0 94.0 84.0 80.0 61.0 81.0 49.0 82.0 56.0 36.0 89.0 87.0 81.0 94.0 27.0 24.0 33.0 9.0 9.0 15.0 15.0 11.0 228.1 5.0 0
3 De Gea 27 91 93 72 260.0 1471 76 168 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 13.0 21.0 50.0 13.0 18.0 21.0 19.0 51.0 42.0 57.0 58.0 60.0 90.0 43.0 31.0 67.0 43.0 64.0 12.0 38.0 30.0 12.0 68.0 40.0 68.0 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 138.6 9.0 2
4 K. De Bruyne 27 91 92 102 355.0 2281 71 154 85 85 85 90 90 90 90 90 91 91 91 91 90 90 90 91 80 80 80 80 80 76 69 69 69 76 93.0 82.0 55.0 92.0 82.0 86.0 85.0 83.0 91.0 91.0 78.0 76.0 79.0 91.0 77.0 91.0 63.0 90.0 75.0 91.0 76.0 61.0 87.0 94.0 79.0 88.0 68.0 58.0 51.0 15.0 13.0 5.0 10.0 13.0 196.4 8.0 0
In [158]:
data_cluster0 = data_cluster.loc[data_cluster['cluster_num'] == 0]
In [177]:
pd.set_option('display.max_columns', 200)
pd.set_option('display.width', 1000)
In [178]:
data_cluster0.head(10)
Out[178]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
0 L. Messi 31 94 94 110.5 565.0 2202 67 159 90 90 90 94 95 95 95 94 95 95 95 93 86 86 86 93 66 63 63 63 66 61 49 49 49 61 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 17.0 0
1 Cristiano Ronaldo 33 94 94 77 405.0 2228 74 183 94 94 94 92 93 93 93 92 91 91 91 91 84 84 84 91 68 64 64 64 68 64 56 56 56 64 84.0 94.0 89.0 81.0 87.0 88.0 81.0 76.0 77.0 94.0 89.0 91.0 87.0 96.0 70.0 95.0 95.0 88.0 79.0 93.0 63.0 29.0 95.0 82.0 85.0 95.0 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 127.1 4.0 0
2 Neymar Jr 26 92 93 118.5 290.0 2143 69 150 87 87 87 92 92 92 92 92 92 92 92 91 84 84 84 91 68 63 63 63 68 63 50 50 50 63 79.0 87.0 62.0 84.0 84.0 96.0 88.0 87.0 78.0 95.0 94.0 90.0 96.0 94.0 84.0 80.0 61.0 81.0 49.0 82.0 56.0 36.0 89.0 87.0 81.0 94.0 27.0 24.0 33.0 9.0 9.0 15.0 15.0 11.0 228.1 5.0 0
4 K. De Bruyne 27 91 92 102 355.0 2281 71 154 85 85 85 90 90 90 90 90 91 91 91 91 90 90 90 91 80 80 80 80 80 76 69 69 69 76 93.0 82.0 55.0 92.0 82.0 86.0 85.0 83.0 91.0 91.0 78.0 76.0 79.0 91.0 77.0 91.0 63.0 90.0 75.0 91.0 76.0 61.0 87.0 94.0 79.0 88.0 68.0 58.0 51.0 15.0 13.0 5.0 10.0 13.0 196.4 8.0 0
5 E. Hazard 27 91 91 93 340.0 2142 68 163 86 86 86 92 91 91 91 92 92 92 92 92 85 85 85 92 69 66 66 66 69 63 52 52 52 63 81.0 84.0 61.0 89.0 80.0 95.0 83.0 79.0 83.0 94.0 94.0 88.0 95.0 90.0 94.0 82.0 56.0 83.0 66.0 80.0 54.0 41.0 87.0 89.0 86.0 91.0 34.0 27.0 22.0 11.0 12.0 6.0 8.0 8.0 172.1 8.0 0
6 L. Modrić 32 91 91 67 420.0 2280 68 146 80 80 80 88 87 87 87 88 90 90 90 89 91 91 91 89 85 84 84 84 85 82 74 74 74 82 86.0 72.0 55.0 93.0 76.0 90.0 85.0 78.0 88.0 93.0 80.0 72.0 93.0 90.0 94.0 79.0 68.0 89.0 58.0 82.0 62.0 83.0 79.0 92.0 82.0 84.0 60.0 76.0 73.0 13.0 9.0 7.0 14.0 9.0 137.4 8.0 0
7 L. Suárez 31 91 91 80 455.0 2346 72 190 92 92 92 91 92 92 92 91 90 90 90 89 84 84 84 89 74 73 73 73 74 71 68 68 68 71 77.0 93.0 77.0 82.0 88.0 87.0 86.0 84.0 64.0 90.0 86.0 75.0 82.0 92.0 83.0 86.0 69.0 90.0 83.0 85.0 87.0 41.0 92.0 84.0 85.0 85.0 62.0 45.0 38.0 27.0 25.0 31.0 33.0 37.0 164 7.0 0
8 Sergio Ramos 32 91 91 51 380.0 2201 72 181 76 76 76 73 74 74 74 73 74 74 74 75 78 78 78 75 84 87 87 87 84 87 90 90 90 87 66.0 60.0 91.0 78.0 66.0 63.0 74.0 72.0 77.0 84.0 76.0 75.0 78.0 85.0 66.0 79.0 93.0 84.0 83.0 59.0 88.0 90.0 60.0 63.0 75.0 82.0 87.0 92.0 91.0 11.0 8.0 9.0 7.0 11.0 104.6 15.0 0
10 R. Lewandowski 29 90 90 77 205.0 2152 72 176 90 90 90 86 89 89 89 86 86 86 86 84 80 80 80 84 64 65 65 65 64 61 60 60 60 61 62.0 91.0 85.0 83.0 89.0 85.0 77.0 86.0 65.0 89.0 77.0 78.0 78.0 90.0 78.0 88.0 84.0 78.0 84.0 84.0 80.0 39.0 91.0 77.0 88.0 86.0 34.0 42.0 19.0 15.0 6.0 12.0 8.0 10.0 127.1 7.0 0
11 T. Kroos 28 90 90 76.5 355.0 2190 72 168 81 81 81 84 85 85 85 84 87 87 87 85 89 89 89 85 82 85 85 85 82 80 75 75 75 80 88.0 76.0 54.0 92.0 82.0 81.0 86.0 84.0 93.0 90.0 64.0 62.0 70.0 89.0 71.0 87.0 30.0 75.0 73.0 92.0 60.0 82.0 79.0 86.0 73.0 85.0 72.0 79.0 69.0 10.0 11.0 13.0 7.0 10.0 156.8 8.0 0
In [184]:
data_cluster0.sort_values(by='Wage',ascending=False).head()
Out[184]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
0 L. Messi 31 94 94 110.5 565.0 2202 67 159 90 90 90 94 95 95 95 94 95 95 95 93 86 86 86 93 66 63 63 63 66 61 49 49 49 61 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 17.0 0
7 L. Suárez 31 91 91 80 455.0 2346 72 190 92 92 92 91 92 92 92 91 90 90 90 89 84 84 84 89 74 73 73 73 74 71 68 68 68 71 77.0 93.0 77.0 82.0 88.0 87.0 86.0 84.0 64.0 90.0 86.0 75.0 82.0 92.0 83.0 86.0 69.0 90.0 83.0 85.0 87.0 41.0 92.0 84.0 85.0 85.0 62.0 45.0 38.0 27.0 25.0 31.0 33.0 37.0 164 7.0 0
6 L. Modrić 32 91 91 67 420.0 2280 68 146 80 80 80 88 87 87 87 88 90 90 90 89 91 91 91 89 85 84 84 84 85 82 74 74 74 82 86.0 72.0 55.0 93.0 76.0 90.0 85.0 78.0 88.0 93.0 80.0 72.0 93.0 90.0 94.0 79.0 68.0 89.0 58.0 82.0 62.0 83.0 79.0 92.0 82.0 84.0 60.0 76.0 73.0 13.0 9.0 7.0 14.0 9.0 137.4 8.0 0
1 Cristiano Ronaldo 33 94 94 77 405.0 2228 74 183 94 94 94 92 93 93 93 92 91 91 91 91 84 84 84 91 68 64 64 64 68 64 56 56 56 64 84.0 94.0 89.0 81.0 87.0 88.0 81.0 76.0 77.0 94.0 89.0 91.0 87.0 96.0 70.0 95.0 95.0 88.0 79.0 93.0 63.0 29.0 95.0 82.0 85.0 95.0 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 127.1 4.0 0
8 Sergio Ramos 32 91 91 51 380.0 2201 72 181 76 76 76 73 74 74 74 73 74 74 74 75 78 78 78 75 84 87 87 87 84 87 90 90 90 87 66.0 60.0 91.0 78.0 66.0 63.0 74.0 72.0 77.0 84.0 76.0 75.0 78.0 85.0 66.0 79.0 93.0 84.0 83.0 59.0 88.0 90.0 60.0 63.0 75.0 82.0 87.0 92.0 91.0 11.0 8.0 9.0 7.0 11.0 104.6 15.0 0

In cluster0 the wage of L.Messi is at the Top

In [185]:
data_cluster0.sort_values(by='Overall',ascending=False).head()
Out[185]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
0 L. Messi 31 94 94 110.5 565.0 2202 67 159 90 90 90 94 95 95 95 94 95 95 95 93 86 86 86 93 66 63 63 63 66 61 49 49 49 61 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 17.0 0
1 Cristiano Ronaldo 33 94 94 77 405.0 2228 74 183 94 94 94 92 93 93 93 92 91 91 91 91 84 84 84 91 68 64 64 64 68 64 56 56 56 64 84.0 94.0 89.0 81.0 87.0 88.0 81.0 76.0 77.0 94.0 89.0 91.0 87.0 96.0 70.0 95.0 95.0 88.0 79.0 93.0 63.0 29.0 95.0 82.0 85.0 95.0 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 127.1 4.0 0
2 Neymar Jr 26 92 93 118.5 290.0 2143 69 150 87 87 87 92 92 92 92 92 92 92 92 91 84 84 84 91 68 63 63 63 68 63 50 50 50 63 79.0 87.0 62.0 84.0 84.0 96.0 88.0 87.0 78.0 95.0 94.0 90.0 96.0 94.0 84.0 80.0 61.0 81.0 49.0 82.0 56.0 36.0 89.0 87.0 81.0 94.0 27.0 24.0 33.0 9.0 9.0 15.0 15.0 11.0 228.1 5.0 0
4 K. De Bruyne 27 91 92 102 355.0 2281 71 154 85 85 85 90 90 90 90 90 91 91 91 91 90 90 90 91 80 80 80 80 80 76 69 69 69 76 93.0 82.0 55.0 92.0 82.0 86.0 85.0 83.0 91.0 91.0 78.0 76.0 79.0 91.0 77.0 91.0 63.0 90.0 75.0 91.0 76.0 61.0 87.0 94.0 79.0 88.0 68.0 58.0 51.0 15.0 13.0 5.0 10.0 13.0 196.4 8.0 0
5 E. Hazard 27 91 91 93 340.0 2142 68 163 86 86 86 92 91 91 91 92 92 92 92 92 85 85 85 92 69 66 66 66 69 63 52 52 52 63 81.0 84.0 61.0 89.0 80.0 95.0 83.0 79.0 83.0 94.0 94.0 88.0 95.0 90.0 94.0 82.0 56.0 83.0 66.0 80.0 54.0 41.0 87.0 89.0 86.0 91.0 34.0 27.0 22.0 11.0 12.0 6.0 8.0 8.0 172.1 8.0 0

In cluster0 the overall all performance of L.Messi is at the top that is 94

In [161]:
data_cluster1 = data_cluster.loc[data_cluster['cluster_num'] == 1]
In [179]:
data_cluster1.head()
Out[179]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
781 N. Maksimović 26 78 81 11 54.0 1584 76 192 51 51 51 50 49 49 49 50 50 50 50 53 56 56 56 53 69 71 71 71 69 72 79 79 79 72 45.0 22.0 79.0 59.0 28.0 49.0 29.0 23.0 59.0 61.0 62.0 68.0 49.0 71.0 58.0 39.0 67.0 67.0 86.0 29.0 78.0 80.0 29.0 31.0 26.0 70.0 79.0 80.0 79.0 12.0 9.0 5.0 11.0 15.0 19.5 4.0 1
935 Bruno 28 77 78 8 23.0 1536 73 190 53 53 53 44 49 49 49 44 50 50 50 49 61 61 61 49 64 74 74 74 64 67 77 77 77 67 21.0 23.0 81.0 73.0 23.0 34.0 49.0 31.0 68.0 68.0 32.0 35.0 31.0 79.0 32.0 66.0 65.0 71.0 88.0 22.0 81.0 78.0 36.0 35.0 42.0 69.0 61.0 81.0 80.0 12.0 9.0 8.0 13.0 8.0 17.4 3.0 1
975 André Pinto 28 77 77 7 14.0 1500 76 190 50 50 50 47 48 48 48 47 49 49 49 50 57 57 57 50 65 71 71 71 65 68 77 77 77 68 34.0 34.0 78.0 58.0 29.0 44.0 28.0 31.0 58.0 57.0 47.0 47.0 32.0 73.0 32.0 41.0 30.0 64.0 88.0 38.0 79.0 77.0 21.0 47.0 38.0 59.0 80.0 80.0 79.0 15.0 13.0 6.0 11.0 11.0 14 4.0 1
1033 Wallace 23 77 82 10 35.0 1555 75 187 49 49 49 47 47 47 47 47 47 47 47 49 52 52 52 49 65 68 68 68 65 69 78 78 78 69 34.0 21.0 77.0 57.0 36.0 45.0 33.0 29.0 50.0 52.0 66.0 69.0 46.0 74.0 40.0 40.0 71.0 54.0 81.0 26.0 79.0 81.0 25.0 31.0 45.0 68.0 78.0 79.0 78.0 15.0 11.0 11.0 10.0 11.0 17.8 5.0 1
1073 G. Paletta 32 77 77 5 20.0 1554 75 176 50 50 50 44 46 46 46 44 45 45 45 47 54 54 54 47 65 70 70 70 65 68 79 79 79 68 30.0 16.0 76.0 54.0 30.0 48.0 48.0 35.0 58.0 52.0 54.0 34.0 34.0 73.0 38.0 60.0 78.0 73.0 88.0 44.0 79.0 81.0 28.0 18.0 35.0 74.0 74.0 81.0 80.0 10.0 6.0 15.0 10.0 14.0 10.8 2.0 1
In [186]:
data_cluster1.sort_values(by='Wage',ascending=False).head()
Out[186]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
781 N. Maksimović 26 78 81 11 54.0 1584 76 192 51 51 51 50 49 49 49 50 50 50 50 53 56 56 56 53 69 71 71 71 69 72 79 79 79 72 45.0 22.0 79.0 59.0 28.0 49.0 29.0 23.0 59.0 61.0 62.0 68.0 49.0 71.0 58.0 39.0 67.0 67.0 86.0 29.0 78.0 80.0 29.0 31.0 26.0 70.0 79.0 80.0 79.0 12.0 9.0 5.0 11.0 15.0 19.5 4.0 1
2633 M. Miazga 22 73 78 4.5 51.0 1520 76 185 49 49 49 49 49 49 49 49 51 51 51 52 57 57 57 52 64 69 69 69 64 66 74 74 74 66 25.0 16.0 74.0 67.0 28.0 53.0 27.0 21.0 54.0 66.0 62.0 58.0 57.0 68.0 41.0 35.0 79.0 68.0 82.0 32.0 81.0 70.0 27.0 32.0 31.0 69.0 66.0 73.0 74.0 10.0 7.0 14.0 7.0 15.0 19.8 2.0 1
1930 W. Morgan 34 75 75 2 50.0 1428 73 223 50 50 50 46 50 50 50 46 51 51 51 48 57 57 57 48 59 68 68 68 59 62 76 76 76 62 17.0 19.0 76.0 55.0 23.0 58.0 14.0 18.0 47.0 61.0 30.0 30.0 28.0 76.0 48.0 52.0 73.0 50.0 87.0 35.0 79.0 75.0 39.0 49.0 17.0 68.0 76.0 76.0 75.0 14.0 10.0 6.0 7.0 8.0 3.8 7.0 1
1911 A. Flint 28 75 76 6 47.0 1548 78 183 60 60 60 48 53 53 53 48 51 51 51 50 56 56 56 50 61 68 68 68 61 65 75 75 75 65 21.0 55.0 83.0 57.0 38.0 33.0 24.0 25.0 52.0 57.0 47.0 51.0 31.0 72.0 27.0 63.0 74.0 69.0 90.0 26.0 79.0 72.0 52.0 42.0 38.0 60.0 74.0 70.0 74.0 13.0 10.0 8.0 10.0 11.0 11.9 4.0 1
3125 R. Bennett 28 73 73 3.2 46.0 1354 74 172 42 42 42 36 38 38 38 36 40 40 40 40 51 51 51 40 58 67 67 67 58 62 73 73 73 62 23.0 18.0 73.0 65.0 13.0 24.0 22.0 25.0 63.0 43.0 36.0 39.0 30.0 68.0 34.0 43.0 73.0 63.0 77.0 20.0 81.0 70.0 20.0 25.0 28.0 53.0 76.0 75.0 73.0 6.0 16.0 12.0 8.0 12.0 6.2 3.0 1

In cluster1 the wage of N.Maksimovic is at the Top

In [187]:
data_cluster1.sort_values(by='Overall',ascending=False).head()
Out[187]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
781 N. Maksimović 26 78 81 11 54.0 1584 76 192 51 51 51 50 49 49 49 50 50 50 50 53 56 56 56 53 69 71 71 71 69 72 79 79 79 72 45.0 22.0 79.0 59.0 28.0 49.0 29.0 23.0 59.0 61.0 62.0 68.0 49.0 71.0 58.0 39.0 67.0 67.0 86.0 29.0 78.0 80.0 29.0 31.0 26.0 70.0 79.0 80.0 79.0 12.0 9.0 5.0 11.0 15.0 19.5 4.0 1
975 André Pinto 28 77 77 7 14.0 1500 76 190 50 50 50 47 48 48 48 47 49 49 49 50 57 57 57 50 65 71 71 71 65 68 77 77 77 68 34.0 34.0 78.0 58.0 29.0 44.0 28.0 31.0 58.0 57.0 47.0 47.0 32.0 73.0 32.0 41.0 30.0 64.0 88.0 38.0 79.0 77.0 21.0 47.0 38.0 59.0 80.0 80.0 79.0 15.0 13.0 6.0 11.0 11.0 14 4.0 1
1033 Wallace 23 77 82 10 35.0 1555 75 187 49 49 49 47 47 47 47 47 47 47 47 49 52 52 52 49 65 68 68 68 65 69 78 78 78 69 34.0 21.0 77.0 57.0 36.0 45.0 33.0 29.0 50.0 52.0 66.0 69.0 46.0 74.0 40.0 40.0 71.0 54.0 81.0 26.0 79.0 81.0 25.0 31.0 45.0 68.0 78.0 79.0 78.0 15.0 11.0 11.0 10.0 11.0 17.8 5.0 1
1073 G. Paletta 32 77 77 5 20.0 1554 75 176 50 50 50 44 46 46 46 44 45 45 45 47 54 54 54 47 65 70 70 70 65 68 79 79 79 68 30.0 16.0 76.0 54.0 30.0 48.0 48.0 35.0 58.0 52.0 54.0 34.0 34.0 73.0 38.0 60.0 78.0 73.0 88.0 44.0 79.0 81.0 28.0 18.0 35.0 74.0 74.0 81.0 80.0 10.0 6.0 15.0 10.0 14.0 10.8 2.0 1
1086 S. De Maio 31 77 77 6 30.0 1560 75 198 50 50 50 45 47 47 47 45 47 47 47 47 53 53 53 47 63 68 68 68 63 67 78 78 78 67 11.0 20.0 72.0 50.0 20.0 52.0 23.0 39.0 54.0 54.0 61.0 67.0 54.0 70.0 54.0 61.0 83.0 63.0 92.0 37.0 74.0 78.0 19.0 34.0 46.0 76.0 80.0 80.0 78.0 6.0 5.0 5.0 11.0 7.0 10.2 3.0 1

In cluster1 the overall all performance of N. Maksimovic is at the top that is 78

In [165]:
data_cluster2 = data_cluster.loc[data_cluster['cluster_num'] == 2]
In [188]:
data_cluster2.head()
Out[188]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
3 De Gea 27 91 93 72 260.0 1471 76 168 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 13.0 21.0 50.0 13.0 18.0 21.0 19.0 51.0 42.0 57.0 58.0 60.0 90.0 43.0 31.0 67.0 43.0 64.0 12.0 38.0 30.0 12.0 68.0 40.0 68.0 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 138.6 9.0 2
9 J. Oblak 25 90 93 68 94.0 1331 74 192 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 11.0 15.0 29.0 13.0 12.0 13.0 14.0 26.0 16.0 43.0 60.0 67.0 86.0 49.0 22.0 76.0 41.0 78.0 12.0 34.0 19.0 11.0 70.0 11.0 70.0 27.0 12.0 18.0 86.0 92.0 78.0 88.0 89.0 144.5 7.0 2
18 M. ter Stegen 26 89 92 58 240.0 1328 74 187 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 15.0 14.0 11.0 36.0 14.0 17.0 18.0 12.0 42.0 18.0 38.0 50.0 37.0 85.0 43.0 22.0 79.0 35.0 79.0 10.0 43.0 22.0 11.0 69.0 25.0 69.0 25.0 13.0 10.0 87.0 85.0 88.0 85.0 90.0 123.3 8.0 2
19 T. Courtois 26 89 90 53.5 240.0 1311 78 212 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 14.0 14.0 13.0 33.0 12.0 13.0 19.0 20.0 35.0 23.0 46.0 52.0 61.0 84.0 45.0 36.0 68.0 38.0 70.0 17.0 23.0 15.0 13.0 44.0 27.0 66.0 20.0 18.0 16.0 85.0 91.0 72.0 86.0 88.0 113.7 6.0 2
22 M. Neuer 32 89 89 38 130.0 1473 76 203 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 15.0 13.0 25.0 55.0 11.0 30.0 14.0 11.0 59.0 48.0 54.0 60.0 51.0 84.0 35.0 25.0 77.0 43.0 80.0 16.0 29.0 30.0 12.0 70.0 47.0 70.0 17.0 10.0 11.0 90.0 86.0 91.0 87.0 87.0 62.7 10.0 2
In [189]:
data_cluster2.sort_values(by='Wage',ascending=False).head()
Out[189]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
3 De Gea 27 91 93 72 260.0 1471 76 168 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 13.0 21.0 50.0 13.0 18.0 21.0 19.0 51.0 42.0 57.0 58.0 60.0 90.0 43.0 31.0 67.0 43.0 64.0 12.0 38.0 30.0 12.0 68.0 40.0 68.0 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 138.6 9.0 2
18 M. ter Stegen 26 89 92 58 240.0 1328 74 187 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 15.0 14.0 11.0 36.0 14.0 17.0 18.0 12.0 42.0 18.0 38.0 50.0 37.0 85.0 43.0 22.0 79.0 35.0 79.0 10.0 43.0 22.0 11.0 69.0 25.0 69.0 25.0 13.0 10.0 87.0 85.0 88.0 85.0 90.0 123.3 8.0 2
19 T. Courtois 26 89 90 53.5 240.0 1311 78 212 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 14.0 14.0 13.0 33.0 12.0 13.0 19.0 20.0 35.0 23.0 46.0 52.0 61.0 84.0 45.0 36.0 68.0 38.0 70.0 17.0 23.0 15.0 13.0 44.0 27.0 66.0 20.0 18.0 16.0 85.0 91.0 72.0 86.0 88.0 113.7 6.0 2
46 K. Navas 31 87 87 30.5 195.0 1345 73 176 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 11.0 15.0 11.0 30.0 11.0 16.0 11.0 15.0 37.0 19.0 54.0 53.0 60.0 84.0 61.0 21.0 74.0 39.0 75.0 13.0 32.0 20.0 16.0 68.0 25.0 67.0 28.0 14.0 14.0 90.0 81.0 75.0 82.0 90.0 62.5 6.0 2
37 H. Lloris 31 88 88 36 150.0 1335 74 181 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 10.0 10.0 50.0 11.0 10.0 11.0 10.0 50.0 34.0 65.0 62.0 55.0 85.0 54.0 23.0 74.0 41.0 43.0 14.0 31.0 27.0 10.0 30.0 40.0 65.0 29.0 10.0 18.0 88.0 84.0 68.0 83.0 92.0 66.6 10.0 2
In [190]:
data_cluster2.sort_values(by='Overall',ascending=False).head()
Out[190]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
3 De Gea 27 91 93 72 260.0 1471 76 168 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 13.0 21.0 50.0 13.0 18.0 21.0 19.0 51.0 42.0 57.0 58.0 60.0 90.0 43.0 31.0 67.0 43.0 64.0 12.0 38.0 30.0 12.0 68.0 40.0 68.0 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 138.6 9.0 2
9 J. Oblak 25 90 93 68 94.0 1331 74 192 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 13.0 11.0 15.0 29.0 13.0 12.0 13.0 14.0 26.0 16.0 43.0 60.0 67.0 86.0 49.0 22.0 76.0 41.0 78.0 12.0 34.0 19.0 11.0 70.0 11.0 70.0 27.0 12.0 18.0 86.0 92.0 78.0 88.0 89.0 144.5 7.0 2
18 M. ter Stegen 26 89 92 58 240.0 1328 74 187 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 15.0 14.0 11.0 36.0 14.0 17.0 18.0 12.0 42.0 18.0 38.0 50.0 37.0 85.0 43.0 22.0 79.0 35.0 79.0 10.0 43.0 22.0 11.0 69.0 25.0 69.0 25.0 13.0 10.0 87.0 85.0 88.0 85.0 90.0 123.3 8.0 2
19 T. Courtois 26 89 90 53.5 240.0 1311 78 212 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 14.0 14.0 13.0 33.0 12.0 13.0 19.0 20.0 35.0 23.0 46.0 52.0 61.0 84.0 45.0 36.0 68.0 38.0 70.0 17.0 23.0 15.0 13.0 44.0 27.0 66.0 20.0 18.0 16.0 85.0 91.0 72.0 86.0 88.0 113.7 6.0 2
22 M. Neuer 32 89 89 38 130.0 1473 76 203 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 15.0 13.0 25.0 55.0 11.0 30.0 14.0 11.0 59.0 48.0 54.0 60.0 51.0 84.0 35.0 25.0 77.0 43.0 80.0 16.0 29.0 30.0 12.0 70.0 47.0 70.0 17.0 10.0 11.0 90.0 86.0 91.0 87.0 87.0 62.7 10.0 2
In [167]:
data_cluster3 = data_cluster.loc[data_cluster['cluster_num'] == 3]
In [181]:
data_cluster3.head()
Out[181]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
726 Loren 24 78 83 14 25.0 1722 74 181 78 78 78 73 77 77 77 73 74 74 74 70 64 64 64 70 49 48 48 48 49 47 45 45 45 47 36.0 86.0 76.0 74.0 73.0 79.0 60.0 53.0 35.0 81.0 63.0 66.0 60.0 78.0 57.0 78.0 68.0 60.0 61.0 80.0 38.0 11.0 75.0 60.0 77.0 70.0 55.0 12.0 16.0 7.0 13.0 13.0 15.0 6.0 30.5 7.0 3
818 L. Pavoletti 29 78 78 10.5 39.0 1728 74 187 78 78 78 67 72 72 72 67 68 68 68 65 60 60 60 65 49 50 50 50 49 48 52 52 52 48 33.0 81.0 93.0 64.0 80.0 66.0 49.0 28.0 36.0 74.0 66.0 63.0 65.0 76.0 59.0 80.0 86.0 66.0 84.0 56.0 60.0 24.0 80.0 52.0 64.0 73.0 49.0 21.0 17.0 15.0 6.0 12.0 14.0 9.0 17.9 4.0 3
1041 Formosandrinho 26 77 77 9.5 26.0 1763 70 159 77 77 77 73 75 75 75 73 71 71 71 71 63 63 63 71 51 48 48 48 51 48 43 43 43 48 57.0 76.0 77.0 65.0 72.0 72.0 61.0 55.0 58.0 73.0 81.0 81.0 79.0 73.0 77.0 85.0 56.0 61.0 72.0 77.0 52.0 23.0 75.0 56.0 56.0 78.0 20.0 14.0 15.0 8.0 9.0 8.0 8.0 11.0 18.1 3.0 3
1052 R. Inglese 26 77 78 10.5 60.0 1667 73 187 77 77 77 67 71 71 71 67 66 66 66 64 58 58 58 64 47 45 45 45 47 45 46 46 46 45 39.0 78.0 90.0 65.0 70.0 68.0 68.0 36.0 35.0 76.0 51.0 69.0 54.0 72.0 55.0 78.0 83.0 66.0 85.0 68.0 40.0 19.0 78.0 42.0 72.0 74.0 30.0 13.0 12.0 14.0 11.0 10.0 13.0 7.0 19.8 2.0 3
1088 A. Mitrović 23 77 82 12 52.0 1758 74 181 78 78 78 69 74 74 74 69 71 71 71 66 63 63 63 66 46 50 50 50 46 44 50 50 50 44 29.0 78.0 84.0 67.0 76.0 66.0 39.0 52.0 43.0 74.0 60.0 64.0 67.0 77.0 63.0 82.0 81.0 64.0 88.0 70.0 89.0 14.0 82.0 68.0 66.0 76.0 25.0 24.0 13.0 15.0 12.0 6.0 7.0 13.0 23.7 5.0 3
In [169]:
data_cluster4 = data_cluster.loc[data_cluster['cluster_num'] == 4]
In [182]:
data_cluster4.head()
Out[182]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
24 G. Chiellini 33 89 89 27 215.0 1841 74 187 61 61 61 57 58 58 58 57 57 57 57 59 63 63 63 59 77 79 79 79 77 80 89 89 89 80 58.0 33.0 83.0 59.0 45.0 58.0 60.0 31.0 59.0 57.0 63.0 75.0 54.0 82.0 55.0 78.0 89.0 65.0 89.0 49.0 92.0 88.0 28.0 50.0 50.0 84.0 93.0 93.0 90.0 3.0 3.0 2.0 4.0 3.0 44.6 15.0 4
44 K. Koulibaly 27 87 90 51 115.0 1660 74 196 55 55 55 54 55 55 55 54 55 55 55 58 61 61 61 58 74 78 78 78 74 78 87 87 87 78 30.0 19.0 81.0 66.0 14.0 66.0 28.0 28.0 56.0 60.0 68.0 75.0 50.0 80.0 40.0 55.0 81.0 71.0 94.0 15.0 87.0 88.0 24.0 43.0 33.0 78.0 91.0 88.0 86.0 7.0 11.0 7.0 13.0 5.0 90.5 7.0 4
73 M. Benatia 31 86 86 30 160.0 1803 74 207 64 64 64 60 61 61 61 60 60 60 60 63 65 65 65 63 76 79 79 79 76 78 87 87 87 78 45.0 47.0 83.0 65.0 44.0 64.0 34.0 27.0 65.0 64.0 65.0 75.0 59.0 82.0 53.0 66.0 85.0 69.0 91.0 24.0 86.0 86.0 38.0 47.0 41.0 82.0 89.0 87.0 85.0 7.0 4.0 8.0 7.0 11.0 49.5 6.0 4
77 M. Škriniar 23 85 92 46.5 82.0 1800 74 176 59 59 59 58 59 59 59 58 60 60 60 62 67 67 67 62 75 80 80 80 75 78 85 85 85 78 40.0 42.0 80.0 70.0 40.0 59.0 34.0 30.0 68.0 67.0 70.0 73.0 48.0 81.0 48.0 50.0 78.0 77.0 83.0 30.0 86.0 86.0 30.0 57.0 56.0 80.0 92.0 88.0 82.0 10.0 13.0 12.0 8.0 12.0 88.4 5.0 4
88 K. Manolas 27 85 87 37.5 96.0 1642 74 183 52 52 52 52 51 51 51 52 52 52 52 56 59 59 59 56 75 77 77 77 75 79 86 86 86 79 27.0 10.0 80.0 60.0 16.0 54.0 30.0 10.0 61.0 65.0 80.0 85.0 68.0 85.0 59.0 40.0 86.0 76.0 82.0 12.0 86.0 86.0 25.0 22.0 26.0 79.0 86.0 87.0 89.0 8.0 6.0 8.0 15.0 12.0 66.6 8.0 4

Inspecting cluster centroids to understand average statistics of each cluster

In [ ]:
data_cluster
In [288]:
## Using inverse_transform to retrive actual values from standardized data
cluster_centroids = pd.DataFrame(standardizer.inverse_transform(kmeans_object.cluster_centers_),
                                 columns=data_cluster[num_attr].columns)   
cluster_centroids
Out[288]:
Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period
0 26.872250 74.182459 76.638466 46.265313 28.274112 1918.569374 70.421602 162.630006 70.254089 70.254089 70.254089 72.569656 72.371686 72.371686 72.371686 72.569656 72.846588 72.846588 72.846588 72.869148 71.338409 71.338409 71.338409 72.869148 67.112803 66.337845 66.337845 66.337845 67.112803 65.345742 62.143542 62.143542 62.143542 65.345742 67.792160 63.605753 59.544839 73.171743 60.910321 73.212634 67.197124 61.480541 67.618161 74.484208 73.121545 72.365764 74.199662 71.569656 72.101805 72.206148 67.256627 74.128032 66.604343 67.510998 65.377609 56.029329 68.932882 69.898195 62.218274 70.967569 54.910886 55.843768 52.212070 10.591371 10.619571 10.695431 10.591089 10.566836 27.642104 4.291878
1 23.748233 61.723999 68.822619 286.490104 3.341299 1433.261528 72.513632 170.389768 46.502524 46.502524 46.502524 46.016493 45.671154 45.671154 45.671154 46.016493 46.242679 46.242679 46.242679 48.054191 49.404578 49.404578 49.404578 48.054191 56.580613 57.606193 57.606193 57.606193 56.580613 58.216762 61.987546 61.987546 61.987546 58.216762 39.156850 27.644901 58.867048 52.519690 29.287782 42.572198 33.178055 31.665433 45.954561 49.629081 58.228879 59.081117 53.508920 56.218782 57.259172 43.570178 66.728374 61.857287 70.018512 30.153484 61.542915 58.888253 34.176708 38.340963 38.876136 51.893639 59.546617 62.557725 60.508583 10.358465 10.416695 10.330865 10.407607 10.353753 297.484854 3.345675
2 26.017068 64.562751 69.796687 237.658434 6.916667 1045.555723 74.096888 180.694277 62.000000 62.000000 62.000000 64.000000 63.000000 63.000000 63.000000 64.000000 63.000000 63.000000 63.000000 64.000000 62.000000 62.000000 62.000000 64.000000 61.000000 61.000000 61.000000 61.000000 61.000000 61.000000 62.000000 62.000000 62.000000 61.000000 14.245984 12.001004 14.359940 27.273092 12.372992 13.826305 14.695281 14.436747 25.809739 19.947791 38.260542 38.667169 40.225402 58.877510 43.035643 22.533635 57.702309 30.434739 60.618976 12.625502 26.326807 17.027108 11.230924 37.092871 19.972390 45.133534 15.207329 14.112952 14.063755 65.291165 62.843876 61.439759 62.983434 66.056727 242.751757 3.995482
3 23.451314 63.310857 70.193882 332.936019 4.341663 1576.489013 70.451745 160.645842 62.115037 62.115037 62.115037 62.764541 62.747523 62.747523 62.747523 62.764541 61.880224 61.880224 61.880224 61.954545 56.506678 56.506678 56.506678 61.954545 49.795993 47.173847 47.173847 47.173847 49.795993 47.647350 43.366868 43.366868 43.366868 47.647350 50.929556 60.226196 52.760233 58.682895 52.551056 63.325506 51.814089 45.350280 49.066997 63.017234 71.581430 71.506463 69.687204 57.917277 68.973503 61.967471 62.646273 61.517234 60.183972 55.284360 46.890995 27.598880 60.267342 55.609220 57.468117 57.068505 31.978888 28.596510 26.982981 10.361913 10.495261 10.517880 10.428048 10.399397 251.158380 3.078630
4 25.866163 66.687644 70.688483 372.186239 6.917978 1714.430459 71.083700 164.727292 58.199287 58.199287 58.199287 60.237046 59.559262 59.559262 59.559262 60.237046 60.578771 60.578771 60.578771 61.850430 62.388085 62.388085 62.388085 61.850430 65.162576 65.363961 65.363961 65.363961 65.162576 65.175372 65.392490 65.392490 65.392490 65.175372 56.614433 43.123138 58.206209 64.986365 41.465702 59.841619 50.213132 45.520873 60.672750 63.515838 66.445773 66.827774 65.556535 63.090413 65.950493 57.950283 68.023495 71.260751 68.415985 49.028949 66.384938 63.129432 51.964758 55.359975 47.648626 60.906230 62.200965 64.959723 62.859241 10.651143 10.649675 10.602475 10.655968 10.666667 250.034340 3.769457

Observation: Based on above cluster centroid values, its clearly indicating that Cluster 0 has top performing players in the world.

In [289]:
cluster_centroids.to_csv("best_kmeans_cluster_centroids.csv")

In the above case, we have randomly given clusters number. But how would we know the optimal clusters

  • The clustering is said to be good, if the points in the cluster are closer to each other and the clusters themselves are far apart. The two quantities which describe the above said factors are "Within Sum of Squares (wss)" and "Between Sum of Squares(bss)" respectively. In kmeans function in python, wss is defined as inertia.
  • Ideally, if wss is minimum, we have a better clustering.
  • Now the question is.. how do we choose k

Parameter description

n_clusters : The number of clusters to find.

n_init : Number of time the k-means algorithm will be run with different centroid seeds. The final results will be the best output of n_init consecutive runs in terms of inertia.

max_iter : max iterations of recomputing new cluster centroids

In [294]:
wss= {}
for k in range(3, 8, 2):
    kmeans_loop = KMeans(n_clusters=k,n_init=30,max_iter=100,random_state=1000).fit(data_std)
    clusters = kmeans_loop.labels_
    wss[k] = kmeans_loop.inertia_ # Inertia: Sum of squared distances of samples to their closest cluster center
In [295]:
import matplotlib.pyplot as plt
plt.figure()

plt.plot(list(wss.keys()),list(wss.values()), 'bx--')
plt.xlabel('Number of clusters')
plt.ylabel('Total within sum of squares')
plt.show()

Running Kmeans for k=7

In [316]:
kmeans_object_new = KMeans(n_clusters=7, random_state=1250)
kmeans_object_new.fit(data_std)
kmeans_clusters_new = kmeans_object_new.predict(data_std)
In [317]:
kmeans_clusters_new.shape
Out[317]:
(17918,)
In [318]:
np.unique(kmeans_clusters_new, return_counts=True)
Out[318]:
(array([0, 1, 2, 3, 4, 5, 6]),
 array([1897, 3030, 1678, 2866, 1992, 2928, 3527], dtype=int64))
In [319]:
data_cluster_new = data[num_attr]
In [323]:
data_cluster_new['cluster_num'] = kmeans_clusters_new
In [324]:
data_cluster_new.head()
Out[324]:
Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
0 31 94 94 110.5 565.0 2202 67 159 90 90 90 94 95 95 95 94 95 95 95 93 86 86 86 93 66 63 63 63 66 61 49 49 49 61 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 17.0 0
1 33 94 94 77 405.0 2228 74 183 94 94 94 92 93 93 93 92 91 91 91 91 84 84 84 91 68 64 64 64 68 64 56 56 56 64 84.0 94.0 89.0 81.0 87.0 88.0 81.0 76.0 77.0 94.0 89.0 91.0 87.0 96.0 70.0 95.0 95.0 88.0 79.0 93.0 63.0 29.0 95.0 82.0 85.0 95.0 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 127.1 4.0 0
2 26 92 93 118.5 290.0 2143 69 150 87 87 87 92 92 92 92 92 92 92 92 91 84 84 84 91 68 63 63 63 68 63 50 50 50 63 79.0 87.0 62.0 84.0 84.0 96.0 88.0 87.0 78.0 95.0 94.0 90.0 96.0 94.0 84.0 80.0 61.0 81.0 49.0 82.0 56.0 36.0 89.0 87.0 81.0 94.0 27.0 24.0 33.0 9.0 9.0 15.0 15.0 11.0 228.1 5.0 0
3 27 91 93 72 260.0 1471 76 168 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 13.0 21.0 50.0 13.0 18.0 21.0 19.0 51.0 42.0 57.0 58.0 60.0 90.0 43.0 31.0 67.0 43.0 64.0 12.0 38.0 30.0 12.0 68.0 40.0 68.0 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 138.6 9.0 4
4 27 91 92 102 355.0 2281 71 154 85 85 85 90 90 90 90 90 91 91 91 91 90 90 90 91 80 80 80 80 80 76 69 69 69 76 93.0 82.0 55.0 92.0 82.0 86.0 85.0 83.0 91.0 91.0 78.0 76.0 79.0 91.0 77.0 91.0 63.0 90.0 75.0 91.0 76.0 61.0 87.0 94.0 79.0 88.0 68.0 58.0 51.0 15.0 13.0 5.0 10.0 13.0 196.4 8.0 0
In [325]:
data_cluster_new['cluster_num'].value_counts()
Out[325]:
6    3527
1    3030
5    2928
3    2866
4    1992
0    1897
2    1678
Name: cluster_num, dtype: int64
In [326]:
idx = 0   
data_cluster_new.insert(loc=idx, column='Player_Name', value=data['Name'])
In [327]:
data_cluster_new.head()
Out[327]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
0 L. Messi 31 94 94 110.5 565.0 2202 67 159 90 90 90 94 95 95 95 94 95 95 95 93 86 86 86 93 66 63 63 63 66 61 49 49 49 61 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 17.0 0
1 Cristiano Ronaldo 33 94 94 77 405.0 2228 74 183 94 94 94 92 93 93 93 92 91 91 91 91 84 84 84 91 68 64 64 64 68 64 56 56 56 64 84.0 94.0 89.0 81.0 87.0 88.0 81.0 76.0 77.0 94.0 89.0 91.0 87.0 96.0 70.0 95.0 95.0 88.0 79.0 93.0 63.0 29.0 95.0 82.0 85.0 95.0 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 127.1 4.0 0
2 Neymar Jr 26 92 93 118.5 290.0 2143 69 150 87 87 87 92 92 92 92 92 92 92 92 91 84 84 84 91 68 63 63 63 68 63 50 50 50 63 79.0 87.0 62.0 84.0 84.0 96.0 88.0 87.0 78.0 95.0 94.0 90.0 96.0 94.0 84.0 80.0 61.0 81.0 49.0 82.0 56.0 36.0 89.0 87.0 81.0 94.0 27.0 24.0 33.0 9.0 9.0 15.0 15.0 11.0 228.1 5.0 0
3 De Gea 27 91 93 72 260.0 1471 76 168 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 13.0 21.0 50.0 13.0 18.0 21.0 19.0 51.0 42.0 57.0 58.0 60.0 90.0 43.0 31.0 67.0 43.0 64.0 12.0 38.0 30.0 12.0 68.0 40.0 68.0 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 138.6 9.0 4
4 K. De Bruyne 27 91 92 102 355.0 2281 71 154 85 85 85 90 90 90 90 90 91 91 91 91 90 90 90 91 80 80 80 80 80 76 69 69 69 76 93.0 82.0 55.0 92.0 82.0 86.0 85.0 83.0 91.0 91.0 78.0 76.0 79.0 91.0 77.0 91.0 63.0 90.0 75.0 91.0 76.0 61.0 87.0 94.0 79.0 88.0 68.0 58.0 51.0 15.0 13.0 5.0 10.0 13.0 196.4 8.0 0
In [330]:
data_cluster_new.sort_values(by='cluster_num').head(10)
Out[330]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
0 L. Messi 31 94 94 110.5 565.0 2202 67 159 90 90 90 94 95 95 95 94 95 95 95 93 86 86 86 93 66 63 63 63 66 61 49 49 49 61 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 17.0 0
1576 F. Midtsjø 24 75 78 8.5 13.0 2015 69 154 71 71 71 73 73 73 73 73 75 75 75 75 76 76 76 75 74 75 75 75 74 73 71 71 71 73 65.0 62.0 58.0 78.0 62.0 73.0 66.0 55.0 73.0 75.0 74.0 73.0 80.0 76.0 83.0 72.0 65.0 87.0 73.0 69.0 74.0 72.0 68.0 74.0 51.0 77.0 67.0 68.0 65.0 8.0 12.0 11.0 13.0 13.0 13.4 5.0 0
1574 J. Svensson 25 75 78 7 13.0 2029 67 154 69 69 69 71 70 70 70 71 70 70 70 73 72 72 72 73 76 75 75 75 76 76 74 74 74 76 74.0 55.0 59.0 73.0 61.0 73.0 72.0 54.0 66.0 69.0 76.0 79.0 74.0 72.0 86.0 74.0 73.0 89.0 77.0 58.0 81.0 72.0 68.0 65.0 48.0 71.0 70.0 75.0 76.0 15.0 12.0 7.0 10.0 16.0 11 4.0 0
1572 S. Fofana 23 75 82 9 22.0 1974 72 170 72 72 72 74 75 75 75 74 75 75 75 74 75 75 75 74 73 74 74 74 73 72 72 72 72 72 62.0 60.0 58.0 76.0 50.0 78.0 62.0 42.0 72.0 76.0 76.0 74.0 74.0 74.0 69.0 79.0 63.0 76.0 78.0 78.0 76.0 71.0 72.0 70.0 56.0 70.0 65.0 72.0 68.0 9.0 8.0 9.0 11.0 10.0 18 6.0 0
1570 G. Donsah 22 76 82 10.5 27.0 2096 69 154 70 70 70 74 73 73 73 74 75 75 75 76 76 76 76 76 77 76 76 76 77 75 73 73 73 75 74.0 52.0 56.0 78.0 66.0 78.0 72.0 64.0 76.0 78.0 78.0 75.0 82.0 74.0 85.0 82.0 78.0 88.0 76.0 70.0 74.0 62.0 62.0 74.0 64.0 74.0 82.0 72.0 72.0 14.0 12.0 7.0 7.0 12.0 20 6.0 0
1569 Mossoró 34 76 76 3.9 25.0 1982 67 148 72 72 72 76 76 76 76 76 77 77 77 75 73 73 73 75 63 63 63 63 63 60 56 56 56 60 71.0 69.0 60.0 77.0 72.0 77.0 77.0 69.0 72.0 78.0 76.0 67.0 78.0 72.0 90.0 75.0 74.0 62.0 50.0 77.0 87.0 42.0 72.0 77.0 66.0 76.0 44.0 42.0 47.0 13.0 14.0 10.0 16.0 9.0 7.4 5.0 0
1568 Diego Rico 25 76 80 8 49.0 1965 72 168 66 66 66 67 67 67 67 67 67 67 67 69 70 70 70 69 76 73 73 73 76 76 74 74 74 76 77.0 38.0 74.0 76.0 53.0 66.0 71.0 69.0 57.0 68.0 67.0 75.0 64.0 71.0 70.0 82.0 72.0 88.0 74.0 72.0 70.0 78.0 59.0 63.0 43.0 64.0 60.0 77.0 76.0 10.0 9.0 15.0 11.0 10.0 15.8 4.0 0
1567 J. Clasie 27 76 77 8.5 44.0 2020 67 150 66 66 66 72 72 72 72 72 75 75 75 73 77 77 77 73 73 76 76 76 73 70 69 69 69 70 66.0 55.0 27.0 80.0 72.0 70.0 77.0 70.0 74.0 80.0 69.0 61.0 74.0 74.0 91.0 79.0 68.0 68.0 67.0 73.0 81.0 80.0 65.0 79.0 64.0 73.0 71.0 71.0 61.0 11.0 11.0 14.0 10.0 7.0 19.8 2.0 0
1566 M. Antonio 28 76 76 8 69.0 2055 70 181 78 78 78 77 77 77 77 77 76 76 76 77 71 71 71 77 67 65 65 65 67 66 65 65 65 66 74.0 72.0 83.0 73.0 66.0 79.0 66.0 60.0 65.0 75.0 82.0 86.0 84.0 74.0 76.0 75.0 89.0 70.0 84.0 72.0 77.0 40.0 76.0 68.0 73.0 70.0 50.0 56.0 53.0 12.0 13.0 8.0 14.0 10.0 15.2 6.0 0
1564 S. Berge 20 76 87 11.5 11.0 1920 77 207 67 67 67 69 70 70 70 69 72 72 72 73 75 75 75 73 74 76 76 76 74 73 74 74 74 73 61.0 34.0 73.0 80.0 48.0 76.0 64.0 40.0 76.0 76.0 75.0 77.0 68.0 69.0 53.0 75.0 71.0 80.0 88.0 55.0 67.0 78.0 62.0 76.0 46.0 78.0 68.0 72.0 61.0 14.0 9.0 10.0 8.0 10.0 19.6 4.0 0

For k=7, Inspecting cluster centroids to understand average statistics of each cluster

In [344]:
## Using inverse_transform to retrive actual values from standardized data
cluster_centroids = pd.DataFrame(standardizer.inverse_transform(kmeans_object_new.cluster_centers_),
                                 columns=data_cluster_new[num_attr].columns)   
cluster_centroids
Out[344]:
Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period
0 27.041118 76.014760 78.196099 18.711808 38.887717 1984.435424 70.702688 164.285714 70.598840 70.598840 70.598840 73.013179 72.846600 72.846600 72.846600 73.013179 73.705851 73.705851 73.705851 73.862414 74.108065 74.108065 74.108065 73.862414 72.331576 72.404850 72.404850 72.404850 72.331576 71.192936 69.302056 69.302056 69.302056 71.192936 69.600949 61.081708 61.918819 75.676858 59.782815 73.534528 67.950448 62.064839 71.405377 75.741170 71.966790 71.295730 72.971534 74.035846 71.419610 73.131787 68.959937 77.423827 69.195572 67.965208 71.060622 66.945704 68.323669 71.184502 61.256721 73.107011 64.831840 67.140221 63.701107 10.528202 10.549815 10.621508 10.628361 10.539800 21.714391 4.785451
1 26.110561 70.284158 73.551155 185.250660 12.724752 1757.765677 70.210891 161.456766 68.689769 68.689769 68.689769 70.160396 70.038284 70.038284 70.038284 70.160396 69.511221 69.511221 69.511221 69.437294 64.288779 64.288779 64.288779 69.437294 56.017492 53.573597 53.573597 53.573597 56.017492 53.293069 48.170297 48.170297 48.170297 53.293069 61.355116 66.671287 56.604950 66.710561 61.103300 70.953795 62.335314 56.189109 57.852475 70.639934 75.156106 74.735314 75.099670 66.209241 71.736964 69.200000 65.512871 67.393729 63.226403 64.232013 54.063366 33.741914 68.211551 64.460066 62.726733 65.778878 35.723432 32.852475 29.782508 10.611221 10.755116 10.737954 10.559736 10.626073 64.801749 3.490429
2 23.257143 60.330357 68.176786 287.737560 2.437500 1369.504167 72.773810 171.159524 43.908333 43.908333 43.908333 42.581548 42.415476 42.415476 42.415476 42.581548 42.695833 42.695833 42.695833 44.561905 45.979167 45.979167 45.979167 44.561905 54.217857 55.268452 55.268452 55.268452 54.217857 56.248214 60.750595 60.750595 60.750595 56.248214 34.732738 25.338690 58.089881 48.422619 27.578571 37.941667 30.275000 29.495833 41.241667 45.430357 56.495238 57.191667 50.787500 54.252976 55.868452 40.973214 66.651190 60.143452 70.035119 26.802976 59.807738 57.535714 30.855357 34.762500 37.311310 49.869643 58.582143 61.838095 59.623214 10.335119 10.340476 10.287500 10.300595 10.319048 314.275655 3.222024
3 24.997208 65.092845 70.219197 314.225759 5.808028 1582.378360 71.958464 168.922513 52.439092 52.439092 52.439092 53.524258 52.856195 52.856195 52.856195 53.524258 53.880279 53.880279 53.880279 55.619197 56.774869 56.774869 56.774869 55.619197 62.056545 62.874695 62.874695 62.874695 62.056545 62.911344 65.132635 65.132635 65.132635 62.911344 48.919721 33.744852 60.321815 60.529494 33.752880 52.297033 40.367190 37.121117 55.267016 58.156021 62.394415 63.386387 59.494939 60.514485 60.624433 50.065969 67.774520 66.941012 70.625829 38.138918 65.319023 62.563700 41.998255 46.417801 42.284817 56.900873 62.400349 65.182897 63.201745 10.500873 10.572426 10.492147 10.553927 10.522164 284.941571 3.689005
4 26.017068 64.562751 69.796687 237.658434 6.916667 1045.555723 74.096888 180.694277 62.000000 62.000000 62.000000 64.000000 63.000000 63.000000 63.000000 64.000000 63.000000 63.000000 63.000000 64.000000 62.000000 62.000000 62.000000 64.000000 61.000000 61.000000 61.000000 61.000000 61.000000 61.000000 62.000000 62.000000 62.000000 61.000000 14.245984 12.001004 14.359940 27.273092 12.372992 13.826305 14.695281 14.436747 25.809739 19.947791 38.260542 38.667169 40.225402 58.877510 43.035643 22.533635 57.702309 30.434739 60.618976 12.625502 26.326807 17.027108 11.230924 37.092871 19.972390 45.133534 15.207329 14.112952 14.063755 65.291165 62.843876 61.439759 62.983434 66.056727 242.751757 3.995482
5 22.062863 60.148275 69.030748 352.787257 2.338572 1498.921080 70.579775 159.942945 59.011274 59.011274 59.011274 59.415101 59.449607 59.449607 59.449607 59.415101 58.533994 58.533994 58.533994 58.629313 53.314657 53.314657 53.314657 58.629313 47.426033 44.845576 44.845576 44.845576 47.426033 45.580458 41.726683 41.726683 41.726683 45.580458 46.411684 56.938845 50.872224 55.351213 48.686368 59.879740 47.391869 40.934404 45.688760 59.632730 69.561326 69.559617 66.964469 54.330031 67.889306 58.611889 60.911513 58.800478 58.220020 51.197472 43.993850 25.899556 56.623847 52.123334 55.209771 53.306799 31.030748 27.942603 26.871882 10.251110 10.327639 10.379911 10.336864 10.260676 338.422310 2.932696
6 26.178339 67.241565 70.903884 374.780181 6.638219 1769.235044 70.648143 162.562801 60.750780 60.750780 60.750780 63.131840 62.491069 62.491069 62.491069 63.131840 63.471506 63.471506 63.471506 64.435498 64.678197 64.678197 64.678197 64.435498 66.125886 66.068330 66.068330 66.068330 66.125886 65.740006 65.023816 65.023816 65.023816 65.740006 59.747661 47.922597 56.743124 66.693224 45.512050 62.940176 54.928268 49.870145 62.714772 65.684718 67.987808 67.949816 68.138078 64.024100 68.399490 61.569039 67.495605 72.550893 67.044230 54.331160 66.288064 62.869861 56.495889 59.400340 50.564502 62.447973 61.620357 64.348171 62.048200 10.668840 10.660335 10.653530 10.696059 10.673944 217.519989 3.742274

Running Kmeans for k=3

In [331]:
kmeans_object_new1 = KMeans(n_clusters=3, random_state=1250)
kmeans_object_new1.fit(data_std)
kmeans_clusters_new1 = kmeans_object_new1.predict(data_std)
In [332]:
kmeans_clusters_new1.shape
Out[332]:
(17918,)
In [333]:
np.unique(kmeans_clusters_new1, return_counts=True)
Out[333]:
(array([0, 1, 2]), array([8437, 7489, 1992], dtype=int64))
In [334]:
data_cluster_new1 = data[num_attr]
In [338]:
data_cluster_new1['cluster_num'] = kmeans_clusters_new1
In [339]:
data_cluster_new1.head()
Out[339]:
Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
0 31 94 94 110.5 565.0 2202 67 159 90 90 90 94 95 95 95 94 95 95 95 93 86 86 86 93 66 63 63 63 66 61 49 49 49 61 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 17.0 0
1 33 94 94 77 405.0 2228 74 183 94 94 94 92 93 93 93 92 91 91 91 91 84 84 84 91 68 64 64 64 68 64 56 56 56 64 84.0 94.0 89.0 81.0 87.0 88.0 81.0 76.0 77.0 94.0 89.0 91.0 87.0 96.0 70.0 95.0 95.0 88.0 79.0 93.0 63.0 29.0 95.0 82.0 85.0 95.0 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 127.1 4.0 0
2 26 92 93 118.5 290.0 2143 69 150 87 87 87 92 92 92 92 92 92 92 92 91 84 84 84 91 68 63 63 63 68 63 50 50 50 63 79.0 87.0 62.0 84.0 84.0 96.0 88.0 87.0 78.0 95.0 94.0 90.0 96.0 94.0 84.0 80.0 61.0 81.0 49.0 82.0 56.0 36.0 89.0 87.0 81.0 94.0 27.0 24.0 33.0 9.0 9.0 15.0 15.0 11.0 228.1 5.0 0
3 27 91 93 72 260.0 1471 76 168 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 13.0 21.0 50.0 13.0 18.0 21.0 19.0 51.0 42.0 57.0 58.0 60.0 90.0 43.0 31.0 67.0 43.0 64.0 12.0 38.0 30.0 12.0 68.0 40.0 68.0 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 138.6 9.0 2
4 27 91 92 102 355.0 2281 71 154 85 85 85 90 90 90 90 90 91 91 91 91 90 90 90 91 80 80 80 80 80 76 69 69 69 76 93.0 82.0 55.0 92.0 82.0 86.0 85.0 83.0 91.0 91.0 78.0 76.0 79.0 91.0 77.0 91.0 63.0 90.0 75.0 91.0 76.0 61.0 87.0 94.0 79.0 88.0 68.0 58.0 51.0 15.0 13.0 5.0 10.0 13.0 196.4 8.0 0
In [340]:
data_cluster_new1['cluster_num'].value_counts()
Out[340]:
0    8437
1    7489
2    1992
Name: cluster_num, dtype: int64
In [341]:
idx = 0   
data_cluster_new1.insert(loc=idx, column='Player_Name', value=data['Name'])
In [342]:
data_cluster_new1.head()
Out[342]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
0 L. Messi 31 94 94 110.5 565.0 2202 67 159 90 90 90 94 95 95 95 94 95 95 95 93 86 86 86 93 66 63 63 63 66 61 49 49 49 61 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 17.0 0
1 Cristiano Ronaldo 33 94 94 77 405.0 2228 74 183 94 94 94 92 93 93 93 92 91 91 91 91 84 84 84 91 68 64 64 64 68 64 56 56 56 64 84.0 94.0 89.0 81.0 87.0 88.0 81.0 76.0 77.0 94.0 89.0 91.0 87.0 96.0 70.0 95.0 95.0 88.0 79.0 93.0 63.0 29.0 95.0 82.0 85.0 95.0 28.0 31.0 23.0 7.0 11.0 15.0 14.0 11.0 127.1 4.0 0
2 Neymar Jr 26 92 93 118.5 290.0 2143 69 150 87 87 87 92 92 92 92 92 92 92 92 91 84 84 84 91 68 63 63 63 68 63 50 50 50 63 79.0 87.0 62.0 84.0 84.0 96.0 88.0 87.0 78.0 95.0 94.0 90.0 96.0 94.0 84.0 80.0 61.0 81.0 49.0 82.0 56.0 36.0 89.0 87.0 81.0 94.0 27.0 24.0 33.0 9.0 9.0 15.0 15.0 11.0 228.1 5.0 0
3 De Gea 27 91 93 72 260.0 1471 76 168 62 62 62 64 63 63 63 64 63 63 63 64 62 62 62 64 61 61 61 61 61 61 62 62 62 61 17.0 13.0 21.0 50.0 13.0 18.0 21.0 19.0 51.0 42.0 57.0 58.0 60.0 90.0 43.0 31.0 67.0 43.0 64.0 12.0 38.0 30.0 12.0 68.0 40.0 68.0 15.0 21.0 13.0 90.0 85.0 87.0 88.0 94.0 138.6 9.0 2
4 K. De Bruyne 27 91 92 102 355.0 2281 71 154 85 85 85 90 90 90 90 90 91 91 91 91 90 90 90 91 80 80 80 80 80 76 69 69 69 76 93.0 82.0 55.0 92.0 82.0 86.0 85.0 83.0 91.0 91.0 78.0 76.0 79.0 91.0 77.0 91.0 63.0 90.0 75.0 91.0 76.0 61.0 87.0 94.0 79.0 88.0 68.0 58.0 51.0 15.0 13.0 5.0 10.0 13.0 196.4 8.0 0
In [343]:
data_cluster_new1.sort_values(by='cluster_num').head(10)
Out[343]:
Player_Name Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period cluster_num
0 L. Messi 31 94 94 110.5 565.0 2202 67 159 90 90 90 94 95 95 95 94 95 95 95 93 86 86 86 93 66 63 63 63 66 61 49 49 49 61 84.0 95.0 70.0 90.0 86.0 97.0 93.0 94.0 87.0 96.0 91.0 86.0 91.0 95.0 95.0 85.0 68.0 72.0 59.0 94.0 48.0 22.0 94.0 94.0 75.0 96.0 33.0 28.0 26.0 6.0 11.0 15.0 14.0 8.0 226.5 17.0 0
6865 Nosberto Vila 34 68 68 250 6.0 1839 69 165 61 61 61 63 62 62 62 63 63 63 63 64 65 65 65 64 69 69 69 69 69 69 70 70 70 69 71.0 44.0 72.0 69.0 58.0 65.0 54.0 41.0 65.0 73.0 59.0 61.0 81.0 57.0 62.0 66.0 63.0 72.0 71.0 67.0 69.0 75.0 48.0 52.0 76.0 57.0 70.0 60.0 68.0 9.0 11.0 13.0 9.0 8.0 475 3.0 0
6867 J. Fuentes 34 68 68 425 2.0 1750 67 165 62 62 62 65 66 66 66 65 68 68 68 66 68 68 68 66 60 62 62 62 60 58 55 55 55 58 56.0 50.0 48.0 71.0 44.0 59.0 57.0 62.0 68.0 64.0 66.0 61.0 71.0 60.0 82.0 71.0 75.0 75.0 59.0 66.0 56.0 62.0 71.0 78.0 41.0 65.0 47.0 46.0 37.0 10.0 11.0 7.0 8.0 11.0 574 2.0 0
6868 D. Gómez 29 68 68 875 2.0 1704 68 143 65 65 65 69 68 68 68 69 69 69 69 68 63 63 63 68 55 52 52 52 55 53 48 48 48 53 60.0 63.0 67.0 69.0 43.0 72.0 66.0 65.0 57.0 69.0 78.0 73.0 82.0 62.0 78.0 55.0 74.0 58.0 42.0 57.0 43.0 23.0 63.0 69.0 51.0 59.0 60.0 31.0 29.0 7.0 7.0 12.0 12.0 7.0 1.2 5.0 0
6870 A. Bobichon 22 68 74 1.2 7.0 1893 71 154 68 68 68 70 69 69 69 70 70 70 70 69 68 68 68 69 64 64 64 64 64 63 60 60 60 63 64.0 65.0 55.0 72.0 68.0 71.0 74.0 76.0 65.0 68.0 73.0 75.0 66.0 64.0 69.0 75.0 58.0 66.0 63.0 73.0 62.0 57.0 59.0 68.0 67.0 64.0 54.0 57.0 48.0 15.0 10.0 11.0 12.0 13.0 2.7 5.0 0
6871 L. Godoy 23 68 77 1.2 5.0 1712 71 154 56 56 56 62 60 60 60 62 61 61 61 65 64 64 64 65 69 68 68 68 69 68 68 68 68 68 64.0 34.0 61.0 63.0 36.0 68.0 40.0 35.0 62.0 62.0 72.0 71.0 69.0 67.0 73.0 32.0 61.0 79.0 77.0 45.0 80.0 68.0 59.0 54.0 41.0 61.0 55.0 71.0 67.0 13.0 8.0 9.0 8.0 8.0 2 4.0 0
6872 Im Seon Yeong 30 68 68 825 5.0 1872 73 172 66 66 66 67 67 67 67 67 68 68 68 68 69 69 69 68 67 68 68 68 67 67 66 66 66 67 63.0 63.0 52.0 70.0 58.0 66.0 57.0 62.0 68.0 65.0 60.0 72.0 69.0 66.0 60.0 66.0 74.0 73.0 73.0 66.0 64.0 66.0 64.0 69.0 52.0 55.0 64.0 62.0 63.0 16.0 12.0 9.0 15.0 13.0 1.1 4.0 0
6864 David García 24 68 73 1 4.0 1651 73 159 57 57 57 58 58 58 58 58 59 59 59 62 63 63 63 62 66 68 68 68 66 66 68 68 68 66 53.0 35.0 66.0 64.0 37.0 61.0 33.0 38.0 65.0 66.0 57.0 66.0 50.0 68.0 64.0 43.0 82.0 74.0 74.0 25.0 68.0 70.0 58.0 52.0 43.0 67.0 63.0 64.0 63.0 11.0 16.0 7.0 7.0 8.0 1.7 7.0 0
6873 L. Gooch 22 68 79 1.5 5.0 1789 68 152 64 64 64 68 67 67 67 68 67 67 67 68 64 64 64 68 61 60 60 60 61 59 58 58 58 59 60.0 59.0 51.0 67.0 53.0 72.0 55.0 58.0 65.0 70.0 80.0 79.0 59.0 59.0 77.0 64.0 54.0 65.0 68.0 57.0 78.0 31.0 57.0 65.0 63.0 64.0 60.0 54.0 50.0 13.0 13.0 11.0 14.0 8.0 3 7.0 0
6875 D. Buballa 28 68 68 700 7.0 1728 74 176 60 60 60 64 62 62 62 64 62 62 62 66 63 63 63 66 69 66 66 66 69 69 67 67 67 69 66.0 39.0 63.0 64.0 36.0 65.0 55.0 42.0 55.0 66.0 77.0 86.0 61.0 66.0 57.0 49.0 55.0 81.0 75.0 43.0 68.0 67.0 56.0 58.0 40.0 64.0 62.0 64.0 59.0 8.0 6.0 13.0 15.0 11.0 1.1 5.0 0

For k=3, Inspecting cluster centroids to understand average statistics of each cluster

In [345]:
## Using inverse_transform to retrive actual values from standardized data
cluster_centroids = pd.DataFrame(standardizer.inverse_transform(kmeans_object_new1.cluster_centers_),
                                 columns=data_cluster_new1[num_attr].columns)   
cluster_centroids
Out[345]:
Age Overall Potential Value Wage Special Height in inches Weight LS ST RS LW LF CF RF RW LAM CAM RAM LM LCM CM RCM RM LWB LDM CDM RDM RWB LB LCB CB RCB RB Crossing Finishing HeadingAccuracy ShortPassing Volleys Dribbling Curve FKAccuracy LongPassing BallControl Acceleration SprintSpeed Agility Reactions Balance ShotPower Jumping Stamina Strength LongShots Aggression Interceptions Positioning Vision Penalties Composure Marking StandingTackle SlidingTackle GKDiving GKHandling GKKicking GKPositioning GKReflexes ReleaseClause Contract_Period
0 26.401541 70.573207 73.685122 221.488714 16.480024 1813.966686 70.565619 162.914997 65.893657 65.893657 65.893657 67.876586 67.556965 67.556965 67.556965 67.876586 67.950326 67.950326 67.950326 68.35412 66.678483 66.678483 66.678483 68.35412 63.898755 63.046710 63.046710 63.046710 63.898755 62.516420 60.020273 60.020273 60.020273 62.516420 62.436159 57.606402 58.268880 68.779964 54.352460 68.204505 60.437700 54.798933 62.931002 69.822170 71.393717 71.126023 71.593598 67.287848 70.025845 67.048488 67.226793 71.773681 66.430468 60.913100 63.052519 53.315353 63.228334 63.784114 57.417072 66.301363 53.080024 53.612567 50.794072 10.614582 10.681209 10.676467 10.638411 10.614226 108.311002 3.914049
1 23.403150 61.799092 69.084234 329.283460 3.245228 1501.990388 71.529168 165.491790 53.029102 53.029102 53.029102 53.398879 53.086237 53.086237 53.086237 53.398879 53.206114 53.206114 53.206114 54.33587 52.999867 52.999867 52.999867 54.33587 54.582833 54.085436 54.085436 54.085436 54.582833 54.628488 54.904552 54.904552 54.904552 54.628488 44.903618 40.970097 55.656655 55.738887 38.198905 52.063943 40.975571 37.027500 48.388466 55.790282 63.957950 64.436257 60.631558 56.446803 62.699640 51.239888 64.711787 62.273128 65.328528 40.786143 55.660125 47.119744 45.403951 46.160726 46.151649 53.641303 49.239754 49.935523 48.240822 10.368709 10.411828 10.403017 10.405286 10.388733 323.859832 3.257776
2 26.017068 64.562751 69.796687 237.658434 6.916667 1045.555723 74.096888 180.694277 62.000000 62.000000 62.000000 64.000000 63.000000 63.000000 63.000000 64.000000 63.000000 63.000000 63.000000 64.00000 62.000000 62.000000 62.000000 64.00000 61.000000 61.000000 61.000000 61.000000 61.000000 61.000000 62.000000 62.000000 62.000000 61.000000 14.245984 12.001004 14.359940 27.273092 12.372992 13.826305 14.695281 14.436747 25.809739 19.947791 38.260542 38.667169 40.225402 58.877510 43.035643 22.533635 57.702309 30.434739 60.618976 12.625502 26.326807 17.027108 11.230924 37.092871 19.972390 45.133534 15.207329 14.112952 14.063755 65.291165 62.843876 61.439759 62.983434 66.056727 242.751757 3.995482

As per the analysis, we found that k=5 is giving the best clustering results on this dataset

Silhouette Analysis

Higher the silhouette score better the clustering

The silhouette value is a measure of how similar an object is to its own cluster (cohesion) compared to other clusters (separation). The silhouette ranges from −1 to +1, where a high value indicates that the object is well matched to its own cluster and poorly matched to neighboring clusters. If most objects have a high value, then the clustering configuration is appropriate. If many points have a low or negative value, then the clustering configuration may have too many or too few clusters.

In [298]:
## Standard plotting code copied from sklearn documentation.
## Just change "X_matrix" to the data of your choice

from sklearn.metrics import silhouette_samples, silhouette_score
import matplotlib.cm as cm

### Just change this to your dataframe
X_matrix = data_std.values

range_n_clusters = [3, 5, 7]

for n_clusters in range_n_clusters:
    fig, (ax1) = plt.subplots()


    # Initialize the clusterer with n_clusters value and a random generator
    # seed of 10 for reproducibility.
    clusterer = KMeans(n_clusters=n_clusters, random_state=10)
    cluster_labels = clusterer.fit_predict(X_matrix)

    # The silhouette_score gives the average value for all the samples.
    # This gives a perspective into the density and separation of the formed
    # clusters
    silhouette_avg = silhouette_score(X_matrix, cluster_labels)

    # Compute the silhouette scores for each sample
    sample_silhouette_values = silhouette_samples(X_matrix, cluster_labels)

    y_lower = 0
    for i in range(n_clusters):
        # Aggregate the silhouette scores for samples belonging to
        # cluster i, and sort them
        ith_cluster_silhouette_values = \
            sample_silhouette_values[cluster_labels == i]

        ith_cluster_silhouette_values.sort()

        size_cluster_i = ith_cluster_silhouette_values.shape[0]
        y_upper = y_lower + size_cluster_i

        color = cm.nipy_spectral(float(i) / n_clusters)
        ax1.fill_betweenx(np.arange(y_lower, y_upper),
                          0, ith_cluster_silhouette_values,
                          facecolor=color, edgecolor=color, alpha=0.7)

        # Label the silhouette plots with their cluster numbers at the middle
        ax1.text(-0.05, y_lower + 0.5 * size_cluster_i, str(i))

        # Compute the new y_lower for next plot
        y_lower = y_upper + 10  # 10 for the 0 samples

    ax1.set_title("The silhouette plot for the various clusters")
    ax1.set_xlabel("The silhouette coefficient values")
    ax1.set_ylabel("Cluster label")

    # The vertical line for average silhouette score of all the values
    ax1.axvline(x=silhouette_avg, color="red", linestyle="--")

    ax1.set_yticks([])  # Clear the yaxis labels / ticks
    ax1.set_xticks([-0.2, 0, 0.2, 0.4, 0.6, 0.8, 1])

    plt.suptitle(("For %d clusters, silhouette avg coeff = %f " % (n_clusters,silhouette_avg)),
                 fontsize=14, fontweight='bold')
    plt.show()

Note: Higher the silhouette score better the clustering. Since in this case, all 3 values doesn't have much difference, we can consider k=5 as the best number of clusters based on our previous analysis.

In [388]:
from sklearn.cluster import DBSCAN

Compute DBSCAN

In [417]:
db = DBSCAN(eps = 0.235, min_samples = 10, n_jobs=-1).fit(data_std)
labels = db.labels_
print(labels[200:300])
[-1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1
 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1
 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1
 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1
 -1 -1 -1 -1]
In [418]:
# Number of clusters in labels, ignoring noise if present.
n_clusters_ = len(set(labels)) - (1 if -1 in labels else 0)
n_noise_ = list(labels).count(-1)
In [419]:
clusterNum = len(set(labels))
print(clusterNum)
1
In [420]:
print("Estimated number of clusters: %d" % n_clusters_)
print("Estimated number of noise points: %d" % n_noise_)
Estimated number of clusters: 0
Estimated number of noise points: 17918

The above result shows that DBScan algorithm didn't perform well on this dataset compared to other clustering algorithms. It has clustered together all the points in one cluster.

In [421]:
###################################################### END #####################################################################

2021-11-28%20%282%29.png